La Casa de Asterión: estimación de demanda y optimización de precios de artículos de venta minorista

1 Introducción

La empresa La Casa de Asterión es una cadena de negocios minoristas de artículos para el hogar, la cual cuenta con 15 tiendas en distintas regiones de Estados Unidos. Recientemente dicha empresa ha detectado una reducción en las ganancias y buscan evaluar y mejorar su estrategia de precios para aumentar el rendimiento.

Teniendo en cuenta que la fijación de precios es un factor clave para el rendimiento de cualquier negocio. Un precio demasiado alto puede reducir el volumen de ventas, mientras que uno demasiado bajo puede disminuir el margen de ganancia, incluso si la demanda aumenta. Encontrar el punto de equilibrio adecuado requiere no solo un análisis detallado de las ventas y de la elasticidad de la demanda, sino también la consideración de factores externos como la competencia, la estacionalidad y los cambios en las preferencias de los consumidores.

Se busca comprender a fondo la relación entre sus precios, la demanda y otros factores que puedan influir en su rendimiento, con el objetivo de implementar una estrategia de precios más eficiente y orientada a resultados.

Se trabajará con información proveniente de las transacciones realizadas en 9 cadenas de negocios minoristas en un período de 3 años, donde se podrá obtener información de cada uno de los negocios y diferentes características relacionadas al producto que se vende. Todo el análisis se realizará usando el Software estadístico R y está disponible en este repositorio.

Aclaración: cuando se habla de transacción no refiere al evento completo de la compra, sino a la cantidad de productos iguales dentro de una compra.

2 Objetivos

A lo largo de este trabajo tendremos en cuenta 2 objetivos principales:

  1. Predecir la demanda diaria de la semana siguiente a la finalización de los datos disponibles.

En base a la información prevista de las transacciones, se busca generar un modelo predictivo con el cual se pueda estimar de manera adecuada la demanda en dólares (USD) para cada uno de los días en la semana posterior al fin de los datos (desde el 1/1/2024 al 7/1/2024) de los distintos subgrupos de productos, en cada una de las tiendas minoristas.

  1. Proponer soluciones para maximizar la ganancia.

Como ya se mencionó anteriormente, la cadena Casa de Asterión presentó una disminución de las ganancias en el último tiempo. Por lo que se busca identificar, para cada producto, el precio óptimo que maximice la ganancia, equilibrando el ingreso por unidad vendida con el volumen total de ventas y de esta manera poder revertir la situación.

3 Metodología

3.1 Datos

Fueron proporcionadas 6 bases de datos con distinta información relevante para la realización de este trabajo:

  • eci_transaction

Es la base de datos principal en este trabajo, en ella se encuentra información referida a las transacciones realizadas desde el 1 de enero de 2021 hasta el 31 de diciembre de 2023, en las 157 tiendas minoristas presentes en el estudio (pertenecientes a las 9 cadenas ya mencionadas). Las variables aquí presentes son:

📂 Variables
  • TRANSACTION_ID : id de la transacción

  • DATE : fecha de la transacción

  • STORE_ID : id de la tienda

  • SKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del producto

  • QUANTITY: cantidad de productos que se vendieron en esa transacción.

  • PRICE: precio del producto.

  • TOTAL_SALES (PRICE x QUANTITY): dinero que recibe el local en una transacción.

  • SUBGROUP: subproducto.

  • STORE_SUBGROUP_DATE_ID: es el id del subproducto en cierta tienda y en cierta fecha.


  • eci_stores

Contiene información particular de cada una de las distintas tiendas minoristas, presentando información relacionada a la ubicación y al tipo de tienda. En esta base de datos encontramos:

📂 Variables
  • STORE_ID : id de la tienda.

  • BRAND : cadena a la que pertenece la tienda.

  • STORE_NAME (generalmente formado por BRAND - CITY): nombre de la tienda.

  • ADDRESS1 y ADDRESS2: información sobre la dirección de la tienda.

  • CITY: ciudad de la tienda.

  • STATE : estado de la tienda.

  • ZIP : código postal de la tienda.

  • OPENDATE y CLOSEDATE : fecha de inicio y de cierre de la tienda.

  • STORE_TYPE: tipo de tienda.

  • REGION: región de la tienda.


  • eci_stores_cluster

Este archivo contiene información de las tiendas minoristas, repitiendo las variables STORE_ID, BRAND y STORE_NAME, y agrega una variable que agrupa las tiendas por zona o región:

📂 Variables
  • STORE_ID : id de la tienda.

  • BRAND : cadena a la que pertenece la tienda.

  • STORE_NAME (generalmente formado por BRAND - CITY): nombre de la tienda.

  • CLUSTER: zona o región de la tienda.


  • eci_product_master

Contiene información más específica de los productos como el nombre, el precio inicial, el precio sugerido por el fabricante, los costos del mismo, entre otras:

📂 Variables
  • SKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del producto

  • PRODUCT_NAME: nombre del producto.

  • CATEGORY: categoría del producto.

  • GROUP: grupo del producto.

  • SUBGROUP: subproducto.

  • BRAND: cadena a la que pertenece la tienda.

  • base_price: precio al que el negocio puso en venta al producto en primera instancia.

  • initial_ticket_price: precio del producto sugerido por el fabricante.

  • costos: costo del producto.


  • eci_product_groups

En esta base se identifican productos que han estado en precio promocional por algún motivo, contiene las siguientes variables:

📂 Variables
  • SKU: número de referencia CCCGGSSXXX donde C es la categoría, G el grupo, S subgrupo y X es el número secuencial del producto

  • PRODUCT_NAME: nombre del producto.

  • price_group_id: id de la promoción.

  • price_group_name: nombre completo de la promoción.

  • group_type: tipo de promoción.


  • eci_customer_data

Contiene información de 801923 clientes, identificando datos personales de los mismos e identificando a los que son socios de dichas cadenas:

📂 Variables
  • client_id: id del cliente.

  • phone_number: número del cliente.

  • email_address: dirección de email del cliente.

  • city: ciudad de residencia del cliente.

  • state: estado de residencia del cliente.

  • zip_code: codigo postal del lugar de residencia del cliente.

  • education_level: nivel de educación del cliente.

  • occupation: ocupación del cliente.

  • loyalty_member: identifica si el cliente es socio o no de la cadena.

  • loyalty_number: número de socio del cliente en caso de serlo.

  • loyalty_points: puntos de membresía del cliente socio.

3.2 Manejo de los datos

Antes de iniciar el análisis, fue necesario realizar una inspección exhaustiva de los datos. Este proceso permitió identificar aspectos relevantes vinculados al preprocesamiento, tales como la detección de datos faltantes y otras cuestiones que requerían tratamiento previo. Dichas cuestiones se enuncian a continuación:

  • Base de clientes (eci_customer_data).

Al analizar las variables disponibles en esta base, quedó evidenciado que no hay una variable que conecte la información aquí disponible con el resto de las bases. Es decir, se cuenta con la información de los clientes, pero no es posible identificar en que tienda compra cada uno, o que transacción realiza cada uno. Por este motivo no se utilizará esta información, al menos en este primer análisis.

  • Valores faltantes.

Se realizó una inspección por cada una de las variables de interés y en la base de datos eci_transaction se encontraron valores faltantes en la variable QUANTITY, la cual como se mencionó anteriormente puede calcularse como TOTAL_SALES/PRICE, de esta manera se pudo reconstruir el dato e imputar todos los valores faltantes de dicha variable.

En la base de datos eci_stores, hay datos faltantes en las variables ADDRESS2, CLOSEDATE y STORE_TYPE. Para las variables ADDRESS2 y CLOSEDATE puede que esto no sea un error en sí, sino que no estén los datos debido a que la tienda no tiene una segunda dirección o porque todavía no cerró respectivamente. Para la variable STORE_TYPE encontramos 2 datos faltantes, en los locales QuickBuy - Columbia y MarketExpress Lakewood Uptown, los cuales fueron reemplazados por el valor Unknown, ya que no es posible saber de que tipo de tienda se trata.

  • Datos del subproducto “Basketball”.

Al revisar la base de transacciones (eci_transaction) se identificó que no existen registros asociados al subproducto “Basketball”, a pesar de que este se encuentra incluido en la base de productos (eci_product_master) y forma parte de los subproductos a predecir en el primer objetivo. Una posible explicación es que los SKU correspondientes a los subproductos de las categorías “Basketball” y “Baseball” presentan coincidencias en su codificación (por ejemplo, SPOTEBA001), lo que podría haber generado un error en el proceso de carga de datos y derivado en la ausencia de registros para “Basketball”.

Una alternativa para solucionar este problema fue realizar el supuesto de que la demanda de ambos subproductos era similar, y en base a esto realizar las correspondientes predicciones. Como no se cuenta con la información de la demanda, ya que no se pueden identificarlos entre las transacciones, a continuación se presentan sus valores promedios en las variables base_price, initial_ticket_price y costos:

Subgrupo base_price promedio initial_ticket_price promedio costos promedio
Baseball 91.95 109.11 54.75
Basketball 94.03 114.60 51.44

Se observan similitudes tanto en los precios iniciales promedio, como en los costos promedios para los productos de Basketball y Baseball.

4 Desarrollo

4.1 Objetivo 1 - Estimación de la demanda

Para el desarrollo del Objetivo 1, se aplicarán técnicas de Machine Learning con el propósito de entrenar los datos y estimar la demanda de los distintos subproductos. Asimismo, se llevará a cabo un procedimiento de estimación de precios correspondiente a la semana de referencia para la generación de pronósticos. Estos valores estimados se incorporarán como variables explicativas en el modelo, con el objetivo de predecir de manera adecuada la demanda en la semana posterior al fin de los datos.

4.1.1 Preprocesamiento de los datos

Para la preparación de los datos, se realizaron diversos procesos de depuración y combinación de las bases disponibles, con el fin de obtener un conjunto único que permitiera entrenar el modelo de predicción de la demanda.

En primer lugar, a partir de la base eci_stores se identificaron y excluyeron aquellas tiendas que habían cerrado antes de la semana del 1 al 7 de enero de 2024, ya que no tendría sentido estimar demanda para locales que ya no se encontraban operativos.

Posteriormente se combinaron las bases eci_stores y eci_product_master con la base eci_transactions. De esta forma, cada transacción no solo contiene información sobre la venta realizada, sino también el nombre y la categoría del producto, la tienda donde se comercializó y su región, la franquicia a la que pertenece, entre otras características.

Sobre esta base consolidada, se generaron 3 nuevas variables temporales a partir de la columna DATE, extrayendo el día, mes y año de cada transacción.

Finalmente, las transacciones se agruparon por día, por subproducto y por tienda (STORE_SUBGROUP_DATE_ID), con el propósito de entrenar los datos de esa manera y asi poder cumplir el objetivo de predecir la demanda desde el 1/1/2024 al 7/1/2024 de los distintos subproductos, en cada una de las tiendas minoristas. También, como dato adicional, esto hace que se reduzca el costo computacional que conlleva entrenar los datos, debido a la reduccion de filas en la base que este agrupamiento implica, pasando de trabajar con 19.004.759 de datos a una base final con 5.137.958 de datos.

En síntesis, el proceso de preparación de datos permitió pasar de múltiples bases dispersas a un único conjunto de datos estructurado, listo para ser utilizado en el entrenamiento de los modelos predictivos y para el análisis descriptivo que sigue a continuación.

4.1.2 Análisis descriptivo

Al querer estimar la demanda (TOTAL_SALES) de manera adecuada, se plantea el análisis descriptivo buscando evidenciar que variables entre las que se encuentran disponibles en nuestras bases pueden influir en el comportamiento de la variable respuesta mencionada.

Se cuenta con información de artículos pertenecientes a 73 subproductos distintos, e inicialmente se quiere evidenciar si hay diferencias en la demanda para los distintos subproductos.

Claramente se observa que hay 9 subproductos que generaron mucha mayor demanda que el resto, estos son Headphones, Speakers, Wearables, Desktops, Smartphones, Home Audio, Tablets, Accesories y Laptops, acumulando un 42% de la demanda total.

Estos artículos tienen características muy similares, todos ellos corresponden a productos electrónicos vinculados principalmente a la informática, telecomunicaciones y entretenimiento audiovisual.

Cada uno de estos subgrupos se pueden agrupar en 23 grupos distintos, y a su vez estos grupos pertenecen a 8 categorías distintas. A continuación se presentan las distribuciones en relación a la demanda total para estas variables.

Tal como se mostraba anteriormente, los productos relacionados a la electrónica son los que presentan mayor demanda (en USD), evidenciandose que los 9 productos que presentaban una mayor demanda que el resto se agrupan en los 3 “grupos”: Audio, Computing y Mobile. Siendo además los 3 grupos que conforman la categoría Electronics.

Otra variable que puede influir en la demanda de cada categoría es la fecha en la que se produjo la transacción, para esto se mostrará la evolución de la demanda a través de los meses en los 3 años que abarca este estudio.

Viendo la evolución de la demanda por mes para las distintas categorías, se podría detectar cierta estacionalidad, siendo los primeros meses del año (generalmente desde enero hasta marzo/abril) los que menor demanda tienen, lo cual es de esperarse porque suelen ser meses de menor consumo. Es sabido que en los meses de noviembre y diciembre el consumo crece mucho por las fiestas (Thanksgiving, Black Friday, Navidad), posteriormente suele caer en los primeros meses del año y suele volver a repuntar con el inicio de la primavera y algunas campañas de compras (por ejemplo, “back to school” más adelante en el año). A su vez, parece que la demanda a ido disminuyendo, levemente, a lo largo de estos 3 años.

Se procede a analizar la demanda en las distintas regiones geográficas en las cuales pertenecen estas tiendas:

Se observa que los estados con mayor demanda monetaria se encuentran en la zona de la costa este de Estados Unidos, concentrandose en los estados de Nueva York, Florida, Georgia y Carolina del Sur. Pero este análisis inicial no necesariamente brinda una evidencia con respecto a que dichos estados influyen en las ventas de las tiendas, debido a que hay distinta cantidad de tiendas en cada uno de estos. A continuación para tratar este problema, se vuelve a realizar este gráfico pero calculando la demanda promedio por tienda en cada uno de estos estados:

Al realizar esta modificación, el panorama ya no es el mismo y se puede observar que los estados que mayor demanda promedio tienen, se ubican en el suroeste y son los estados de Nuevo México y Arizona (contando con 2 y 5 tiendas respectivamente). Otra particularidad que no se evidenciaba en el otro gráfico, es que los estados con menor demanda promedio se encuentran todos en la región noroeste del país, lo que lleva a pensar que puede que esa sea una zona con menor consumo.

A continuación, se analizará la demanda por tipo de tienda y por marca:

Se puede apreciar con claridad que las tiendas de tipo Street y Mall son las que mayores demanda presentan, con la particularidad que existen las mismas cantidades de tiendas de estos tipos (44 cada uno), y sin embargo las de tipo Street tuvieron una demanda de 48.194.937 $USD mayor.

Al analizar los gráficos, se observa de manera lógica que una mayor cantidad de tiendas se asocia con un incremento en la demanda.

Se evidencia que la cadena Essentials Plus es la que mayor demanda presenta, siendo también la cadena con mayor cantidad de tiendas.

4.1.3 Técnicas estadísticas

Antes de comenzar con el ajuste de modelos, se tiene en cuenta que la variable a predecir es cuantitativa, por lo que se opta por utilizar modelos de regresión. En primera instancia se consideraron varias alternativas, como regresión lineal, Random Forest, modelos de Gradient Boosting, series de tiempo, entre otros. Sin embargo, dado el enfoque de predicción de cada uno de ellos, se decide trabajar con Random Forest y Gradient Boosting, para captar relaciones no lineales y predecir la demanda total de manera más eficiente, las variables explicativas consideradas fueron: PRICE, SUBGROUP, STORE_TYPE, REGION, STORE_ID, mes, dia, año, category, group y BRAND.

Dado que Random Forest posee múltiples hiperparámetros, se lleva a cabo un proceso de optimización de los mismos. Para ello, se divide el conjunto de datos en 85% entrenamiento y 15% prueba. Dentro del 85% destinado a entrenamiento se realiza un proceso de validación cruzada con 4 “folds” con el objetivo de identificar aquellos hiperparámetros que maximizan el \(R^2\). Luego, con el 15% restante se prueba el modelo ajustado con los hiperparámetros óptimos, verificando que el \(R^2\) obtenido sea consistente con el alcanzado en el proceso de validación. Finalmente, se reentrenará el modelo con los hiperparámetros óptimos con la totalidad de los datos para posteriormente realizar la predicción de la demanda total.

4.1.3.1 Random Forest + modelos SARIMA para la determinación del precio semanal

En esta primera opción se plantea usar Random Forest para la predicción de la demanda total, y modelos de series de tiempo para la determinación del precio en el conjunto de datos a predecir. La justificación del uso de modelos de series temporales se basa en que dichos modelos pueden captar los patrones estacionales de los datos y usar esa información, resultará una buena estrategia para determinar el precio.

Se utilizaron 10950 modelos SARIMA para modelar patrones semanales dado que se intuye que los precios en una semana de cada subgrupo de productos en cada tienda tienden a ser los mismos. Éstos resultan de las combinaciones de las 150 tiendas y 73 subgrupos a predecir, las restantes 150 combinaciones son para las tiendas que venden subgrupos de productos de “Basketball” pero éstas son imputadas al precio que se venden los productos de “Baseball”.

Para la determinación del precio en cada subgrupo de productos y en cada tienda, se utilizó el precio mediano de cada producto vendido en ese subgrupo de productos, en cada tienda y semana del año. La utilización de la mediana se debe a que es más robusta ante datos extremos, con esto nos referimos a que va a ser un estimador más consistente del precio.

Dado que había tiendas que no vendían todos los subgrupos de productos todas las semanas, en esas se uso un precio interpolado entre la semana previa y la semana siguiente dando a entender que el precio se comportó de forma estable, luego, si el precio al inicio de la semana era faltante se usaba el precio de la semana siguiente y si el precio de la última semana era faltante se usaba el precio de la semana anterior (estos dos últimos casos son para inicio y final del período en estudio respectivamente).

4.1.3.2 Random Forest + modelos SARIMA para la determinación del precio diario

En esta opción se trabaja de forma similar, se vuelve a utilizar Random Forest para la predicción de la demanda total, y modelos de series de tiempo para la determinación del precio en el conjunto de datos a predecir.

La diferencia entre esta opción y la otra es la forma de como se modelan las series temporales, en este caso, se utilizaron 10950 modelos SARIMA para modelar patrones diarios e intentar captar la mayor cantidad de información posible para el pronóstico del precio. Éstos resultan de las combinaciones de las 150 tiendas y 73 subgrupos a predecir, las restantes 150 combinaciones son para las tiendas que venden subgrupos de productos de “Basketball” pero éstas son imputadas al precio que se venden los productos del “Baseball”.

Nuevamente, para la determinación del precio en cada subgrupo de productos y en cada tienda, se utilizó el precio mediano de cada producto vendido en ese subgrupo de productos, en cada tienda y día del año. Dado que había tiendas que no vendían todos los subgrupos de productos todas los días, se usó un precio interpolado entre el/los día/as previo/os y el/los día/as siguiente/es dando a entender que el precio se comportó de forma estable, luego, si el precio al primer día del año era faltante se usaba el precio de el/los día/as siguiente/es y si el precio al último día del año era faltante se usaba el precio de él/las semana/as anterior/es (estos dos últimos casos son para inicio y final del período en estudio respectivamente).

4.1.3.3 Modelos de “Gradient Boosting” + SARIMA para la determinación del precio semanal

En esta opción se plantea usar modelos de Gradient Boosting para la predicción de la demanda total, que al igual que Random Forest, se utiliza para captar relaciones no lineales en los datos, cabe aclarar que no se realizó una optimización de hiperparámetros, pero se usaron hiperparámetros a conciencia. Los modelos SARIMA utilizados para la determinación del precio semanal fueron los mismos que se utilizaron en la primera opción.

4.1.4 Resultados

En esta sección se presentan los resultados de la optimización de hiperparámetros de Random Forest haciendo uso del \(R^2\) para elegir la mejor combinación y, además, la inclusión de la métrica de la tabla pública del concurso (Score), como métrica de comparación entre las opciones postuladas.

En la optimización de hiperparámetros de Random Forest se obtiene la siguiente tabla:

Árboles Ínstancias mínimas \(R^2\) promedio \(R^2\) desvío
165 9 0.7741 0.0017
117 9 0.7698 0.0007
141 5 0.7684 0.0028
70 10 0.7681 0.0017
83 6 0.7668 0.0016
194 7 0.7659 0.0025
138 9 0.7648 0.0020
128 10 0.7646 0.0022
116 6 0.7613 0.0021

Se puede observar que la combinación de hiperparámetros que tiene mayor \(R^2\) promedio resulta de usar 165 árboles y 9 instancias mínimas. El Score de las predicciones usado en Kaggle para las 3 estrategias antes presentadas fueron:

  • Random Forest + modelos SARIMA para la determinación del precio semanal: 0.12876

  • Random Forest + modelos SARIMA para la determinación del precio diario: 0.10491

  • Gradient Boosting + modelos SARIMA para la determinación del precio semanal: 0.13456

Por lo tanto, el modelo usado para la predicción de la demanda total en la primer semana de enero del 2024 fue Gradient Boosting + modelos SARIMA para la determinación del precio semanal.

4.2 Objetivo 2 - Optimización de precios

Como se mencionó previamente, La Casa de Asterión necesita mejorar su estrategia de precios, ya que se ha observado una disminución en las ganancias y desea entender cómo ajustar sus precios para optimizar la demanda y el margen de ganancias de sus productos.

Para abordar este objetivo, se emplearán técnicas de Machine Learning con la finalidad de estimar la cantidad vendida de cada producto, a partir de un conjunto de variables explicativas que permitan obtener la mayor precisión posible en la predicción.

Luego de crear un modelo predictivo de la cantidad de ventas, se deberán identificar los precios óptimos para cada producto que maximicen la ganancia. Esto implica encontrar el equilibrio adecuado entre el precio y la demanda para asegurar que la empresa obtenga el mayor rendimiento posible.

4.2.1 Preprocesamiento de los datos

A partir de la base creada luego de combinar las bases eci_transactions, eci_stores y eci_product_master, en donde se muestran todas las transacciones con sus diferentes características, se procede a calcular las ganancias para cada transacción, las cuales serán de vital importancia para responder al objetivo en cuestión. El cálculo se realiza de la siguiente manera:

GANANCIAS = TOTAL_SALES - QUANTITY x costos

A continuación, se realizará un análisis descriptivo con la base armada para este objetivo.

4.2.2 Análisis descriptivo

Para comenzar a entender que factores influyen en las ganancias producidas por los distintos productos, se mostrarán cuales son los productos más vendidos a través de los 3 años de estudio.

Se observa que hay un producto que se ha vendido considerablemente más que el resto, el cual es Fashionista Infants Collections con un total de 205.692 ventas. Otra cuestión de interés, radica en que todos los productos con mayor cantidad de ventas son productos con precios moderados/bajos, lo que indicaría que no necesariamente se correspondan con los productos que mayor ganancia proporcionaron. El precio promedio de estos productos a través de todas las transacciones fue de 35,95 $USD.

También, como se comentó anteriormente, resulta de interés identificar que productos son los que mayor ganancia generan, los cuales probablemente esten asociado a los productos de mayor valor.

Como se puede apreciar, hay dos productos que presentaron mayor cantidad de ganancias totales; estos son CircuitCity Home Audio Edge X y Fashionista Infants Collection, de las categorías Electronics y Clothing respectivamente. También se puede destacar de este gráfico, que 19 de los 20 productos que mayores ganancias totales generaron fueron de la categoría Electronics, la cual por lo visto anteriormente, es la de mayor demanda.

De los productos más vendidos solo Fashionista Infants Collection se encuentra en el top de mayor ganancia, lo que lleva a pensar que a pesar de venderse en menor cantidad, algunos de los productos más costosos son los que mayor cantidad de ganancia generan. El precio promedio de los productos que más ganancia generan es de 304.97 $USD, casi 9 veces más caros que los productos más vendidos.

También resulta de interés evidenciar como evolucionó la ganancia que generaron los distintos productos a través del tiempo, en este caso se hace hincapié en los 5 productos que más ganancias generaron y se grafican sus ganancias mensuales durante los 3 años de estudio.

Al ver la evolución de las ganancias mensuales de los 5 productos que mayores ganacias totales generaron durante todo el período estudiado, se puede observar un pico de rendimientos en la mayoría de los productos durante mediados de 2022 y también un leve decrecimiento en las ganancias a lo largo de estos años, lo cual es el principal mótivo por el cual La Casa de Asterión busca mejorar su estrategia de precios para así aumentar el rendimiento.

A continuación se hará uso de la georreferenciación, para evidenciar si existen diferencias en las ganancias producidas por tiendas ubicadas en los distintos estados de Estados Unidos. Este gráfico inicial muestra las ganancias totales según estado permitiendo identificar rápidamente cuáles zonas aportan un mayor volumen de ingresos.

En el gráfico anterior, se puede ver que los estados pertenecientes a la costa este de los Estados Unidos son los que producen mayor cantidad de ganancias, pero como se comentó anteriormente esto va a estar muy influenciado por la cantidad de tiendas presentes en cada estado. Para tener un panorama más real en relación a las diferencias en las ganancias de cada estado, se realizará el mismo gráfico pero calculando la ganancia promedio por tienda dentro de cada estado.

Se evidencia que la situación vuelve a cambiar, siendo un poco más similar la ganancia en todos los estados. Lo que si es destacable es que los estados pertenencientes al noreste del país presentan las menores ganancias por tienda entre todos los estados. Otro caso particular se da en el estado de Nuevo México, siendo el segundo estado con menores ganancias totales y el estado con mayor ganancias por tienda entre todos los estos, esto se debe a que solo hay 2 tiendas en esa región.

Por último, se desea evidenciar si la ganancia que producen los productos se debe a qué tanto se aumenta su precio en relación al costo del mismo (markup). Por este motivo se calcula el porcentaje de aumento en relación al costo para cada transacción de la siguiente manera: (PRICE - costos)/costos y, en base a eso, se agrupan los datos en percentiles. Esto permite comparar de manera más equitativa los productos, independientemente de su nivel de precio, y observar qué rangos de aumento de precio generan mayor ganancia total. De esta manera, el análisis busca identificar los niveles de markup más efectivos para maximizar la rentabilidad.

Se observa que a pesar de que los productos del primer percentil (precios más cercanos al costo) fueron los que más cantidad de ventas producieron, no necesariamente se condice con el percentil que más ganancias generaron para la empresa.

En particular, el segundo percentil —correspondiente a aumentos de precios entre el 30% y el 60% sobre el costo— fue el que produjo la mayor ganancia total. Esto es un tema crucial a la hora de definir precios óptimos, ya que, es evidente que a mayores precios se obtiene una mayor ganancia unitaria, pero esta medida afectará la cantidad de ventas. Por lo que poder entender que porcentaje de recargo realizar en cada producto es fundamental para maximizar la ganancia de cualquier negocio.

4.2.3 Técnicas estadísticas

Para optimizar el precio con el objetivo de maximizar la ganancia, se buscó modelar la cantidad vendida en función de distintas variables explicativas: PRICE, STORE_ID, SKU, category, group, BRAND y REGION. Dado que los productos de Basketball y Baseball comparten el mismo SKU, no fue posible diferenciarlos directamente. Además, no se disponía de información específica sobre las ventas de Basketball. Considerando que ambos productos presentan costos similares y que era razonable suponer una demanda similar, se decidió modelar únicamente los productos de Baseball y asignar el mismo precio a los correspondientes de Basketball.

Una vez entrenado el modelo, se construyó una grilla de precios que abarca desde el valor mínimo hasta el máximo observado, con una longitud de 25 puntos. Para cada precio de la grilla se estimó la cantidad vendida utilizando el modelo ajustado. A partir de estas predicciones se calculó la variable: GANANCIAS = (PRICE - costos) x QUANTITY, y finalmente se seleccionó el precio que maximiza dicha ganancia.

4.2.3.1 Regresión Poisson

Dado que la variable respuesta es discreta, una alternativa adecuada para modelar los datos es la Regresión Poisson. El modelo se expresa como:

\[g(\lambda) = X^t \beta + \epsilon, \ \ \epsilon \sim N(0, \sigma^2I)\]

  • \(Y\) es el vector de cantidades vendidas que se distribuye \(Poisson(\lambda)\)
  • \(g\) es la función de enlace del modelo que es, \(ln(\lambda)\)
  • \(X\) es la matriz de diseño
  • \(\beta\) es el vector de parámetros
  • \(\epsilon\) es el vector de errores aleatorios

Entre sus ventajas se destaca la facilidad de interpretación del modelo y su adecuación a datos de conteo. Sin embargo, también presenta limitaciones, como el supuesto de que la media y la varianza son iguales (\(E(Y) = Var(Y)\)), lo cual no siempre se cumple en la práctica. En esos casos, su aplicación puede llevar a conclusiones incorrectas.

4.2.3.2 Gradient Boosting

Otra alternativa es el Gradient Boosting, un enfoque más flexible que no requiere supuestos tan estrictos como la Regresión Poisson. Este tipo de modelo permite capturar relaciones no lineales y patrones complejos en los datos, lo que le otorga mayor capacidad predictiva frente a modelos lineales generalizados.

4.2.4 Resultados

4.2.4.1 Regresión Poisson

Tras el entrenamiento del modelo con los datos disponibles, se lo aplicó para estimar el precio óptimo de cada producto en cada tienda. Los resultados obtenidos se muestran en la siguiente tabla.

Dado que el número total de combinaciones posibles entre productos y tiendas asciende a 128.100, y con el objetivo de facilitar la interpretación de los resultados, en este documento se presentan únicamente 1.000 combinaciones seleccionadas a modo ilustrativo.

ID Tiendas SKU Categoría Grupo Cadena Región Precio (USD)
000017 ELEAUHO004 Electronics Audio PrimeGoods Midwest 378.22
000017 ELEAUSP005 Electronics Audio PrimeGoods Midwest 394.72
000042 ELECOTA004 Electronics Computing EssentialsPlus Southeast 387.18
000052 ELECOTA004 Electronics Computing EssentialsPlus Southeast 389.03
000053 ELEAUHO002 Electronics Audio MegaShop Midwest 379.18
000053 ELEAUHO004 Electronics Audio MegaShop Midwest 377.32
000056 ELEAUHE005 Electronics Audio QuickBuy Southeast 377.71
000073 ELEAUHE005 Electronics Audio AsterionHouse Southeast 381.39
000073 ELEAUSP005 Electronics Audio AsterionHouse Southeast 394.15
000079 ELEAUSP001 Electronics Audio QuickBuy Southeast 377.64
000079 ELECODE009 Electronics Computing QuickBuy Southeast 380.30
000082 ELEAUHO007 Electronics Audio QuickBuy West 379.09
000082 ELECODE009 Electronics Computing QuickBuy West 377.79
000094 ELECODE003 Electronics Computing LuxeRetail Southeast 393.99
000132 ELEAUHE003 Electronics Audio MarketExpress Midwest 377.17
000132 ELEAUHO007 Electronics Audio MarketExpress Midwest 379.36
000132 ELEAUSP005 Electronics Audio MarketExpress Midwest 392.79
000151 ELEAUSP005 Electronics Audio MarketExpress Northeast 390.93
S00002 ELEAUHO002 Electronics Audio MegaShop Midwest 379.24
S00002 ELECODE003 Electronics Computing MegaShop Midwest 397.51
S00002 ELECOTA004 Electronics Computing MegaShop Midwest 391.07
S00005 ELEAUSP005 Electronics Audio PrimeGoods Southeast 379.63
S00005 ELECOTA004 Electronics Computing PrimeGoods Southeast 390.17
S00007 ELEAUHE005 Electronics Audio LuxeRetail Southeast 382.24
S00007 ELEAUHO002 Electronics Audio LuxeRetail Southeast 379.32
S00009 ELEAUSP005 Electronics Audio MegaShop Midwest 391.14
S00009 ELECODE003 Electronics Computing MegaShop Midwest 396.96
S00009 ELECOTA004 Electronics Computing MegaShop Midwest 393.35
S00009 ELEMOSM012 Electronics Mobile MegaShop Midwest 381.09
S00010 ELEAUHO002 Electronics Audio AsterionHouse Midwest 377.21
S00010 ELEAUHO007 Electronics Audio AsterionHouse Midwest 378.75
S00010 ELEMOSM012 Electronics Mobile AsterionHouse Midwest 380.29
S00011 ELEAUHO002 Electronics Audio FamilyStore Midwest 380.23
S00011 ELEAUSP005 Electronics Audio FamilyStore Midwest 395.98
S00011 ELECOTA004 Electronics Computing FamilyStore Midwest 387.92
S00011 ELEMOSM012 Electronics Mobile FamilyStore Midwest 379.64
S00012 ELEAUSP005 Electronics Audio PrimeGoods Southeast 392.19
S00013 ELEAUHO002 Electronics Audio MarketExpress Southwest 377.80
S00013 ELEAUSP005 Electronics Audio MarketExpress Southwest 393.94
S00013 ELECOTA004 Electronics Computing MarketExpress Southwest 387.01
S00014 ELECOTA004 Electronics Computing FamilyStore Northeast 392.02
S00015 ELEAUHO002 Electronics Audio MegaShop Southwest 378.79
S00015 ELECOTA004 Electronics Computing MegaShop Southwest 392.62
S00016 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 384.35
S00016 ELECOTA004 Electronics Computing EssentialsPlus Midwest 387.67
S00019 ELEAUHE005 Electronics Audio QuickBuy Northeast 381.95
S00019 ELEAUSP005 Electronics Audio QuickBuy Northeast 392.75
S00020 ELECODE003 Electronics Computing FamilyStore Midwest 381.94
S00024 ELEAUHO007 Electronics Audio FamilyStore Northeast 378.92
S00025 ELEAUHE005 Electronics Audio MarketExpress Midwest 381.64
S00025 ELEMOSM012 Electronics Mobile MarketExpress Midwest 380.85
S00027 ELEMOSM012 Electronics Mobile MegaShop Midwest 379.00
S00028 ELEAUHO007 Electronics Audio EssentialsPlus Midwest 377.41
S00030 ELEAUHE005 Electronics Audio FamilyStore Northeast 380.25
S00030 ELECODE003 Electronics Computing FamilyStore Northeast 394.23
S00030 ELECODE009 Electronics Computing FamilyStore Northeast 381.51
S00030 ELEMOSM012 Electronics Mobile FamilyStore Northeast 383.71
S00031 ELEAUSP005 Electronics Audio EssentialsPlus Southwest 395.22
S00033 ELEAUHE005 Electronics Audio EssentialsPlus Southwest 381.71
S00034 ELEAUSP005 Electronics Audio BudgetShop West 397.89
S00035 ELEAUHO002 Electronics Audio BudgetShop Southeast 378.49
S00036 ELEAUSP005 Electronics Audio EssentialsPlus Midwest 396.88
S00036 ELECODE003 Electronics Computing EssentialsPlus Midwest 381.89
S00036 ELECODE009 Electronics Computing EssentialsPlus Midwest 377.60
S00036 ELECOTA004 Electronics Computing EssentialsPlus Midwest 386.98
S00037 ELEAUHO002 Electronics Audio AsterionHouse Southeast 377.72
S00037 ELECOTA004 Electronics Computing AsterionHouse Southeast 386.08
S00039 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 392.31
S00040 ELEAUHE005 Electronics Audio EssentialsPlus West 379.73
S00040 ELEAUHO007 Electronics Audio EssentialsPlus West 381.74
S00040 ELECODE009 Electronics Computing EssentialsPlus West 378.37
S00043 ELEAUHE005 Electronics Audio PrimeGoods Southeast 382.56
S00043 ELEAUSP005 Electronics Audio PrimeGoods Southeast 386.13
S00044 ELEAUSP005 Electronics Audio EssentialsPlus Southwest 392.65
S00046 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 392.62
S00046 ELECODE003 Electronics Computing EssentialsPlus Southeast 396.16
S00047 ELEAUSP005 Electronics Audio LuxeRetail Northeast 397.04
S00047 ELECODE009 Electronics Computing LuxeRetail Northeast 379.13
S00047 ELECOTA004 Electronics Computing LuxeRetail Northeast 390.86
S00047 ELEMOSM012 Electronics Mobile LuxeRetail Northeast 380.00
S00048 ELEAUHO002 Electronics Audio PrimeGoods Northeast 379.44
S00048 ELEAUHO004 Electronics Audio PrimeGoods Northeast 377.37
S00048 ELECOTA004 Electronics Computing PrimeGoods Northeast 392.50
S00048 ELEMOSM012 Electronics Mobile PrimeGoods Northeast 383.04
S00054 ELEAUHE005 Electronics Audio LuxeRetail West 380.37
S00054 ELECODE003 Electronics Computing LuxeRetail West 395.57
S00054 ELECODE009 Electronics Computing LuxeRetail West 380.88
S00054 ELECOTA004 Electronics Computing LuxeRetail West 390.84
S00055 ELEAUHO002 Electronics Audio BudgetShop Southwest 377.44
S00058 ELEMOSM012 Electronics Mobile PrimeGoods Northeast 383.00
S00059 ELEAUHE005 Electronics Audio AsterionHouse Northeast 379.37
S00059 ELECODE003 Electronics Computing AsterionHouse Northeast 391.09
S00060 ELEMOSM012 Electronics Mobile QuickBuy Southwest 378.85
S00061 ELECODE003 Electronics Computing LuxeRetail Midwest 397.89
S00062 ELEAUHO002 Electronics Audio PrimeGoods West 379.72
S00062 ELEAUSP005 Electronics Audio PrimeGoods West 385.84
S00062 ELECOTA004 Electronics Computing PrimeGoods West 389.09
S00063 ELEAUHE003 Electronics Audio PrimeGoods Southeast 377.58
S00063 ELECOTA004 Electronics Computing PrimeGoods Southeast 389.95
S00063 ELEMOSM012 Electronics Mobile PrimeGoods Southeast 379.72
S00064 ELEAUHO002 Electronics Audio LuxeRetail Southwest 379.76
S00064 ELEAUSP005 Electronics Audio LuxeRetail Southwest 398.15
S00064 ELECODE003 Electronics Computing LuxeRetail Southwest 398.33
S00065 ELEAUHO002 Electronics Audio BudgetShop Southeast 379.42
S00067 ELEAUHO007 Electronics Audio LuxeRetail Southwest 380.50
S00067 ELEAUSP005 Electronics Audio LuxeRetail Southwest 398.27
S00068 ELEAUSP005 Electronics Audio MarketExpress West 395.20
S00069 ELEAUHO002 Electronics Audio MegaShop Southeast 379.80
S00069 ELECODE003 Electronics Computing MegaShop Southeast 398.19
S00069 ELECOTA004 Electronics Computing MegaShop Southeast 393.41
S00070 ELECODE003 Electronics Computing LuxeRetail Southeast 396.23
S00072 ELEAUHO002 Electronics Audio MarketExpress West 379.00
S00072 ELEMOSM012 Electronics Mobile MarketExpress West 379.20
S00074 ELEAUSP005 Electronics Audio QuickBuy Northeast 392.10
S00074 ELECOTA004 Electronics Computing QuickBuy Northeast 386.37
S00075 ELEAUSP005 Electronics Audio BudgetShop Midwest 391.09
S00075 ELEMOSM012 Electronics Mobile BudgetShop Midwest 381.60
S00076 ELECODE003 Electronics Computing EssentialsPlus Southeast 389.80
S00077 ELECODE003 Electronics Computing MegaShop Northeast 393.84
S00077 ELECOTA004 Electronics Computing MegaShop Northeast 388.26
S00080 ELEAUHE005 Electronics Audio AsterionHouse Southeast 381.44
S00080 ELECOTA004 Electronics Computing AsterionHouse Southeast 386.87
S00081 ELECODE003 Electronics Computing BudgetShop Southeast 395.25
S00083 ELEAUHE005 Electronics Audio AsterionHouse Southeast 382.88
S00083 ELECODE003 Electronics Computing AsterionHouse Southeast 396.17
S00084 ELEAUSP005 Electronics Audio MegaShop Northeast 395.83
S00084 ELECODE003 Electronics Computing MegaShop Northeast 397.63
S00084 ELECOTA004 Electronics Computing MegaShop Northeast 392.50
S00086 ELECOTA004 Electronics Computing MegaShop Southeast 389.84
S00086 ELEMOSM012 Electronics Mobile MegaShop Southeast 379.87
S00088 ELECODE009 Electronics Computing FamilyStore Northeast 379.33
S00089 ELEAUHO002 Electronics Audio QuickBuy Southwest 378.45
S00090 ELEAUHE005 Electronics Audio PrimeGoods Northeast 381.25
S00090 ELEAUSP005 Electronics Audio PrimeGoods Northeast 393.24
S00090 ELEMOSM012 Electronics Mobile PrimeGoods Northeast 378.77
S00091 ELECODE003 Electronics Computing QuickBuy Northeast 386.00
S00091 ELECODE009 Electronics Computing QuickBuy Northeast 380.15
S00093 ELEAUSP005 Electronics Audio EssentialsPlus Northeast 396.66
S00093 ELECODE003 Electronics Computing EssentialsPlus Northeast 396.04
S00095 ELEAUHO002 Electronics Audio MarketExpress Midwest 379.78
S00095 ELECODE003 Electronics Computing MarketExpress Midwest 396.37
S00098 ELECODE003 Electronics Computing EssentialsPlus Southeast 394.24
S00100 ELECODE003 Electronics Computing MarketExpress Northeast 395.33
S00101 ELEAUSP005 Electronics Audio BudgetShop Northeast 392.53
S00102 ELEAUSP005 Electronics Audio MarketExpress Northeast 396.60
S00102 ELECOTA004 Electronics Computing MarketExpress Northeast 390.46
S00105 ELECODE003 Electronics Computing MegaShop Southwest 393.18
S00106 ELEAUHE005 Electronics Audio MarketExpress Midwest 380.23
S00107 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 379.46
S00107 ELECODE009 Electronics Computing EssentialsPlus Midwest 379.25
S00107 ELEMOSM012 Electronics Mobile EssentialsPlus Midwest 378.50
S00108 ELEAUHO002 Electronics Audio MegaShop Northeast 378.59
S00108 ELEAUHO004 Electronics Audio MegaShop Northeast 377.98
S00111 ELEAUHE005 Electronics Audio MegaShop Southwest 383.21
S00111 ELEAUHO007 Electronics Audio MegaShop Southwest 380.63
S00112 ELEAUHO002 Electronics Audio MegaShop Southeast 377.83
S00112 ELECOTA004 Electronics Computing MegaShop Southeast 391.62
S00113 ELEAUSP005 Electronics Audio BudgetShop Northeast 387.02
S00113 ELECODE003 Electronics Computing BudgetShop Northeast 398.97
S00113 ELECOTA004 Electronics Computing BudgetShop Northeast 388.74
S00117 ELEAUHO002 Electronics Audio QuickBuy Southeast 377.25
S00117 ELEAUSP005 Electronics Audio QuickBuy Southeast 396.73
S00117 ELECOTA004 Electronics Computing QuickBuy Southeast 389.54
S00120 ELEAUHO002 Electronics Audio LuxeRetail Midwest 378.42
S00120 ELEMOSM012 Electronics Mobile LuxeRetail Midwest 379.20
S00121 ELEAUHO002 Electronics Audio EssentialsPlus West 378.56
S00121 ELECODE003 Electronics Computing EssentialsPlus West 395.55
S00121 ELEMOSM012 Electronics Mobile EssentialsPlus West 378.40
S00122 ELECOTA004 Electronics Computing BudgetShop Southeast 389.95
S00124 ELEAUSP005 Electronics Audio PrimeGoods Northeast 398.24
S00125 ELEMOSM012 Electronics Mobile MegaShop Southeast 381.67
S00127 ELEAUHE003 Electronics Audio EssentialsPlus Southeast 377.57
S00127 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 391.66
S00127 ELECOTA004 Electronics Computing EssentialsPlus Southeast 388.01
S00128 ELEMOSM012 Electronics Mobile BudgetShop Northeast 380.52
S00131 ELEAUHO002 Electronics Audio LuxeRetail Southeast 379.94
S00134 ELEAUHO002 Electronics Audio LuxeRetail Southeast 379.14
S00134 ELEAUHO007 Electronics Audio LuxeRetail Southeast 378.27
S00134 ELEMOSM012 Electronics Mobile LuxeRetail Southeast 381.77
S00135 ELEMOSM012 Electronics Mobile MegaShop Northeast 379.46
S00137 ELEAUHE005 Electronics Audio MarketExpress Southeast 379.32
S00137 ELEMOSM012 Electronics Mobile MarketExpress Southeast 377.70
S00138 ELEAUHO002 Electronics Audio MarketExpress Southeast 378.46
S00138 ELEAUSP005 Electronics Audio MarketExpress Southeast 393.71
S00138 ELECODE003 Electronics Computing MarketExpress Southeast 394.39
S00138 ELEMOSM012 Electronics Mobile MarketExpress Southeast 383.15
S00139 ELEAUHE005 Electronics Audio MegaShop Southeast 378.74
S00140 ELECODE009 Electronics Computing FamilyStore Southeast 379.56
S00140 ELECOTA004 Electronics Computing FamilyStore Southeast 390.42
S00140 ELEMOSM012 Electronics Mobile FamilyStore Southeast 383.70
S00143 ELEAUHE003 Electronics Audio BudgetShop Southwest 377.12
S00143 ELEAUHO002 Electronics Audio BudgetShop Southwest 377.95
S00143 ELECODE003 Electronics Computing BudgetShop Southwest 397.50
S00144 ELEAUHE005 Electronics Audio QuickBuy West 378.77
S00144 ELECODE003 Electronics Computing QuickBuy West 397.72
S00145 ELEAUHO004 Electronics Audio PrimeGoods West 377.90
S00145 ELEMOSM012 Electronics Mobile PrimeGoods West 379.76
S00146 ELEAUHE005 Electronics Audio BudgetShop West 381.26
S00146 ELECODE003 Electronics Computing BudgetShop West 385.01
S00146 ELECOTA004 Electronics Computing BudgetShop West 388.33
S00148 ELEAUHE005 Electronics Audio BudgetShop Midwest 380.21
S00153 ELEAUHO002 Electronics Audio MegaShop Southwest 379.99
S00153 ELECOTA004 Electronics Computing MegaShop Southwest 392.50
S00153 ELEMOSM012 Electronics Mobile MegaShop Southwest 379.39
S00156 ELEAUHO002 Electronics Audio FamilyStore Midwest 378.10
S00156 ELEAUHO004 Electronics Audio FamilyStore Midwest 377.83
S00156 ELEAUSP005 Electronics Audio FamilyStore Midwest 393.17
S00156 ELECOTA004 Electronics Computing FamilyStore Midwest 392.85
STORE0003 ELEAUHE005 Electronics Audio MarketExpress West 383.11
STORE0004 ELECODE003 Electronics Computing MegaShop Southwest 397.62
STORE0004 ELECODE009 Electronics Computing MegaShop Southwest 378.70
STORE0022 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 384.33
STORE0022 ELEMOSM012 Electronics Mobile EssentialsPlus Southeast 378.30
STORE0023 ELEAUHE005 Electronics Audio MarketExpress West 380.04
STORE0023 ELECODE003 Electronics Computing MarketExpress West 397.95
STORE0023 ELECODE009 Electronics Computing MarketExpress West 380.51
STORE0049 ELEAUHE005 Electronics Audio LuxeRetail Southwest 380.09
STORE0049 ELEMOSM012 Electronics Mobile LuxeRetail Southwest 377.40
STORE0050 ELEAUHO002 Electronics Audio EssentialsPlus Northeast 380.13
STORE0050 ELEMOSM012 Electronics Mobile EssentialsPlus Northeast 381.98
STORE0071 ELEAUHO002 Electronics Audio AsterionHouse Northeast 379.21
STORE0071 ELECOTA004 Electronics Computing AsterionHouse Northeast 388.66
STORE0078 ELEAUHE005 Electronics Audio MegaShop Northeast 380.46
STORE0115 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 379.00
STORE0116 ELEAUHE005 Electronics Audio MarketExpress West 379.50
STORE0116 ELEAUHO002 Electronics Audio MarketExpress West 379.22
STORE0116 ELECOTA004 Electronics Computing MarketExpress West 387.62
STORE0118 ELEAUHO004 Electronics Audio PrimeGoods Southeast 378.06
STORE0118 ELEAUSP005 Electronics Audio PrimeGoods Southeast 397.91
STORE0118 ELECOTA004 Electronics Computing PrimeGoods Southeast 386.38
STORE0118 ELEMOSM012 Electronics Mobile PrimeGoods Southeast 380.35
STORE0123 ELEAUHE005 Electronics Audio LuxeRetail West 378.04
STORE0123 ELEAUSP005 Electronics Audio LuxeRetail West 396.54
STORE0123 ELECODE003 Electronics Computing LuxeRetail West 395.43
STORE0123 ELEMOSM012 Electronics Mobile LuxeRetail West 380.03
STORE0129 ELEAUHE005 Electronics Audio QuickBuy Northeast 380.18
STORE0129 ELECODE003 Electronics Computing QuickBuy Northeast 393.87
STORE0133 ELEAUHE005 Electronics Audio PrimeGoods West 381.92
STORE0133 ELEAUSP005 Electronics Audio PrimeGoods West 387.12
STORE0149 ELECOTA004 Electronics Computing QuickBuy Southeast 392.85
000006 ELEAUSP005 Electronics Audio AsterionHouse Southeast 393.06
000006 ELEMOSM012 Electronics Mobile AsterionHouse Southeast 383.26
000008 ELECODE003 Electronics Computing LuxeRetail Southeast 400.00
000008 ELECOTA004 Electronics Computing LuxeRetail Southeast 388.78
000042 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 392.76
000052 ELEAUHO007 Electronics Audio EssentialsPlus Southeast 378.58
000052 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 392.96
000053 ELEAUSP005 Electronics Audio MegaShop Midwest 390.13
000056 ELEAUHO002 Electronics Audio QuickBuy Southeast 378.21
000056 ELEAUHO004 Electronics Audio QuickBuy Southeast 377.97
000073 ELECODE009 Electronics Computing AsterionHouse Southeast 379.75
000079 ELEAUSP005 Electronics Audio QuickBuy Southeast 393.19
000079 ELECOTA004 Electronics Computing QuickBuy Southeast 388.01
000082 ELEAUHE005 Electronics Audio QuickBuy West 381.11
000082 ELECOTA004 Electronics Computing QuickBuy West 386.62
000094 ELEAUHE003 Electronics Audio LuxeRetail Southeast 377.25
000094 ELEAUHE005 Electronics Audio LuxeRetail Southeast 381.74
000094 ELEAUSP005 Electronics Audio LuxeRetail Southeast 385.13
000109 ELECODE003 Electronics Computing EssentialsPlus Northeast 397.96
000132 ELEAUHE005 Electronics Audio MarketExpress Midwest 379.34
S00001 ELEAUHE005 Electronics Audio PrimeGoods West 382.15
S00001 ELECODE003 Electronics Computing PrimeGoods West 395.92
S00001 ELECOTA004 Electronics Computing PrimeGoods West 391.28
S00005 ELEAUHE005 Electronics Audio PrimeGoods Southeast 382.44
S00009 ELEAUHE005 Electronics Audio MegaShop Midwest 383.44
S00010 ELECOTA004 Electronics Computing AsterionHouse Midwest 392.20
S00011 ELECODE009 Electronics Computing FamilyStore Midwest 381.86
S00012 ELEAUHE005 Electronics Audio PrimeGoods Southeast 380.35
S00012 ELECOTA004 Electronics Computing PrimeGoods Southeast 387.80
S00013 ELECODE003 Electronics Computing MarketExpress Southwest 395.41
S00013 ELECODE009 Electronics Computing MarketExpress Southwest 380.81
S00018 ELEAUHO007 Electronics Audio AsterionHouse West 380.38
S00018 ELEMOSM012 Electronics Mobile AsterionHouse West 380.68
S00019 ELECODE003 Electronics Computing QuickBuy Northeast 395.14
S00019 ELECOTA004 Electronics Computing QuickBuy Northeast 387.30
S00024 ELEAUHO002 Electronics Audio FamilyStore Northeast 378.01
S00024 ELEAUSP005 Electronics Audio FamilyStore Northeast 395.51
S00025 ELEAUHO002 Electronics Audio MarketExpress Midwest 380.43
S00025 ELECOTA004 Electronics Computing MarketExpress Midwest 387.95
S00026 ELEAUHO007 Electronics Audio AsterionHouse Midwest 378.05
S00026 ELEMOSM012 Electronics Mobile AsterionHouse Midwest 380.57
S00028 ELEAUSP001 Electronics Audio EssentialsPlus Midwest 377.35
S00028 ELECODE003 Electronics Computing EssentialsPlus Midwest 391.09
S00028 ELEMOSM012 Electronics Mobile EssentialsPlus Midwest 382.01
S00031 ELECOTA004 Electronics Computing EssentialsPlus Southwest 391.88
S00031 ELEMOSM012 Electronics Mobile EssentialsPlus Southwest 378.86
S00032 ELECODE003 Electronics Computing EssentialsPlus Northeast 395.14
S00033 ELEAUHO004 Electronics Audio EssentialsPlus Southwest 377.69
S00033 ELECODE003 Electronics Computing EssentialsPlus Southwest 391.35
S00033 ELECOTA004 Electronics Computing EssentialsPlus Southwest 388.40
S00034 ELECODE009 Electronics Computing BudgetShop West 382.02
S00034 ELECOTA004 Electronics Computing BudgetShop West 391.83
S00035 ELEAUSP005 Electronics Audio BudgetShop Southeast 392.24
S00037 ELEAUHE005 Electronics Audio AsterionHouse Southeast 382.21
S00037 ELEAUSP005 Electronics Audio AsterionHouse Southeast 386.50
S00037 ELEMOSM012 Electronics Mobile AsterionHouse Southeast 378.63
S00039 ELECODE003 Electronics Computing EssentialsPlus Southeast 397.02
S00039 ELEMOSM012 Electronics Mobile EssentialsPlus Southeast 381.78
S00043 ELEAUHO002 Electronics Audio PrimeGoods Southeast 377.22
S00043 ELECODE009 Electronics Computing PrimeGoods Southeast 378.51
S00043 ELECOTA004 Electronics Computing PrimeGoods Southeast 388.79
S00044 ELEAUHE003 Electronics Audio EssentialsPlus Southwest 377.12
S00044 ELEAUHO002 Electronics Audio EssentialsPlus Southwest 378.44
S00044 ELECOTA004 Electronics Computing EssentialsPlus Southwest 387.76
S00044 ELEMOSM012 Electronics Mobile EssentialsPlus Southwest 383.65
S00045 ELEAUHE005 Electronics Audio AsterionHouse Northeast 380.37
S00045 ELEAUHO004 Electronics Audio AsterionHouse Northeast 377.52
S00045 ELECOTA004 Electronics Computing AsterionHouse Northeast 386.12
S00046 ELEAUHE005 Electronics Audio EssentialsPlus Southeast 380.95
S00047 ELEAUHO002 Electronics Audio LuxeRetail Northeast 377.28
S00055 ELEAUHE005 Electronics Audio BudgetShop Southwest 380.13
S00055 ELEAUSP005 Electronics Audio BudgetShop Southwest 398.67
S00055 ELECODE003 Electronics Computing BudgetShop Southwest 392.11
S00055 ELECOTA004 Electronics Computing BudgetShop Southwest 391.78
S00058 ELEAUHO002 Electronics Audio PrimeGoods Northeast 377.21
S00059 ELEAUSP005 Electronics Audio AsterionHouse Northeast 396.79
S00059 ELECOTA004 Electronics Computing AsterionHouse Northeast 389.63
S00061 ELECOTA004 Electronics Computing LuxeRetail Midwest 387.62
S00061 ELEMOSM012 Electronics Mobile LuxeRetail Midwest 378.03
S00062 ELEAUSP001 Electronics Audio PrimeGoods West 377.23
S00062 ELECODE003 Electronics Computing PrimeGoods West 399.04
S00062 ELECODE009 Electronics Computing PrimeGoods West 380.49
S00063 ELEAUHE005 Electronics Audio PrimeGoods Southeast 380.69
S00063 ELEAUHO002 Electronics Audio PrimeGoods Southeast 379.03
S00063 ELEAUSP005 Electronics Audio PrimeGoods Southeast 391.35
S00064 ELEAUHE005 Electronics Audio LuxeRetail Southwest 383.61
S00064 ELECOTA004 Electronics Computing LuxeRetail Southwest 389.00
S00065 ELECODE003 Electronics Computing BudgetShop Southeast 398.37
S00065 ELECODE009 Electronics Computing BudgetShop Southeast 379.10
S00065 ELECOTA004 Electronics Computing BudgetShop Southeast 392.42
S00065 ELEMOSM012 Electronics Mobile BudgetShop Southeast 377.40
S00066 ELEAUSP005 Electronics Audio MarketExpress Northeast 392.18
S00066 ELECODE003 Electronics Computing MarketExpress Northeast 396.34
S00067 ELEAUHE005 Electronics Audio LuxeRetail Southwest 381.78
S00068 ELEAUHE005 Electronics Audio MarketExpress West 379.53
S00068 ELEAUHO002 Electronics Audio MarketExpress West 379.64
S00070 ELEAUHE005 Electronics Audio LuxeRetail Southeast 381.31
S00070 ELEAUSP005 Electronics Audio LuxeRetail Southeast 397.35
S00070 ELECOTA004 Electronics Computing LuxeRetail Southeast 389.06
S00072 ELEAUHE005 Electronics Audio MarketExpress West 381.61
S00074 ELEAUHO007 Electronics Audio QuickBuy Northeast 379.73
S00074 ELECODE003 Electronics Computing QuickBuy Northeast 396.92
S00075 ELEAUHO002 Electronics Audio BudgetShop Midwest 377.90
S00076 ELEAUHE005 Electronics Audio EssentialsPlus Southeast 383.76
S00076 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 394.85
S00077 ELEAUHO007 Electronics Audio MegaShop Northeast 378.43
S00077 ELECODE009 Electronics Computing MegaShop Northeast 378.91
S00077 ELEMOSM012 Electronics Mobile MegaShop Northeast 381.53
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S00002 ELEAUSP005 Electronics Audio MegaShop Midwest 396.16
S00002 ELECODE009 Electronics Computing MegaShop Midwest 378.82
S00002 ELEMOSM012 Electronics Mobile MegaShop Midwest 380.04
S00005 ELECODE009 Electronics Computing PrimeGoods Southeast 377.51
S00007 ELEAUHO007 Electronics Audio LuxeRetail Southeast 377.52
S00007 ELEAUSP001 Electronics Audio LuxeRetail Southeast 377.10
S00007 ELECODE003 Electronics Computing LuxeRetail Southeast 395.68
S00007 ELEMOSM012 Electronics Mobile LuxeRetail Southeast 377.08
S00010 ELEAUHE005 Electronics Audio AsterionHouse Midwest 380.12
S00011 ELEAUHO007 Electronics Audio FamilyStore Midwest 379.75
S00012 ELEAUHO004 Electronics Audio PrimeGoods Southeast 377.29
S00013 ELEAUHE005 Electronics Audio MarketExpress Southwest 382.01
S00014 ELEAUSP005 Electronics Audio FamilyStore Northeast 382.95
S00014 ELECODE009 Electronics Computing FamilyStore Northeast 378.41
S00015 ELEAUHE005 Electronics Audio MegaShop Southwest 382.54
S00015 ELEAUHO007 Electronics Audio MegaShop Southwest 380.44
S00015 ELECODE003 Electronics Computing MegaShop Southwest 391.41
S00016 ELECODE003 Electronics Computing EssentialsPlus Midwest 395.05
S00018 ELEAUSP001 Electronics Audio AsterionHouse West 377.40
S00018 ELEAUSP005 Electronics Audio AsterionHouse West 390.65
S00018 ELECODE009 Electronics Computing AsterionHouse West 377.14
S00019 ELEAUHO002 Electronics Audio QuickBuy Northeast 377.42
S00020 ELEAUHE005 Electronics Audio FamilyStore Midwest 383.86
S00020 ELEAUHO007 Electronics Audio FamilyStore Midwest 377.16
S00020 ELECODE009 Electronics Computing FamilyStore Midwest 380.91
S00020 ELECOTA004 Electronics Computing FamilyStore Midwest 392.64
S00024 ELEAUHO004 Electronics Audio FamilyStore Northeast 378.29
S00024 ELECOTA004 Electronics Computing FamilyStore Northeast 388.48
S00025 ELEAUSP005 Electronics Audio MarketExpress Midwest 396.27
S00025 ELECODE003 Electronics Computing MarketExpress Midwest 395.86
S00026 ELECOTA004 Electronics Computing AsterionHouse Midwest 387.14
S00027 ELECOTA004 Electronics Computing MegaShop Midwest 393.35
S00028 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 381.96
S00028 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 379.35
S00030 ELEAUSP005 Electronics Audio FamilyStore Northeast 398.33
S00030 ELECOTA004 Electronics Computing FamilyStore Northeast 388.03
S00031 ELEAUHE005 Electronics Audio EssentialsPlus Southwest 382.58
S00032 ELEMOSM012 Electronics Mobile EssentialsPlus Northeast 379.65
S00033 ELECODE009 Electronics Computing EssentialsPlus Southwest 377.96
S00035 ELECODE009 Electronics Computing BudgetShop Southeast 377.30
S00035 ELEMOSM012 Electronics Mobile BudgetShop Southeast 377.82
S00036 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 378.38
S00036 ELEAUHO007 Electronics Audio EssentialsPlus Midwest 377.41
S00038 ELEAUHE005 Electronics Audio AsterionHouse West 380.36
S00038 ELEAUHO002 Electronics Audio AsterionHouse West 377.77
S00038 ELECODE003 Electronics Computing AsterionHouse West 399.38
S00038 ELECODE009 Electronics Computing AsterionHouse West 379.59
S00039 ELEAUHE005 Electronics Audio EssentialsPlus Southeast 383.79
S00039 ELEAUHO007 Electronics Audio EssentialsPlus Southeast 377.70
S00040 ELEAUHE003 Electronics Audio EssentialsPlus West 377.36
S00040 ELEAUHO002 Electronics Audio EssentialsPlus West 380.57
S00040 ELEAUSP005 Electronics Audio EssentialsPlus West 396.12
S00040 ELECOTA004 Electronics Computing EssentialsPlus West 387.12
S00041 ELEAUHO002 Electronics Audio AsterionHouse Southwest 380.82
S00041 ELECOTA004 Electronics Computing AsterionHouse Southwest 386.65
S00043 ELECODE003 Electronics Computing PrimeGoods Southeast 398.95
S00044 ELECODE003 Electronics Computing EssentialsPlus Southwest 393.42
S00045 ELEAUHO007 Electronics Audio AsterionHouse Northeast 380.67
S00045 ELECODE003 Electronics Computing AsterionHouse Northeast 391.89
S00045 ELEMOSM012 Electronics Mobile AsterionHouse Northeast 378.77
S00046 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 378.34
S00046 ELECOTA004 Electronics Computing EssentialsPlus Southeast 390.29
S00047 ELECODE003 Electronics Computing LuxeRetail Northeast 396.42
S00048 ELEAUSP005 Electronics Audio PrimeGoods Northeast 391.90
S00048 ELECODE003 Electronics Computing PrimeGoods Northeast 395.30
S00048 ELECODE009 Electronics Computing PrimeGoods Northeast 377.16
S00054 ELEAUHE003 Electronics Audio LuxeRetail West 377.54
S00054 ELEAUSP005 Electronics Audio LuxeRetail West 397.60
S00057 ELECOTA004 Electronics Computing MarketExpress West 388.66
S00058 ELEAUHE003 Electronics Audio PrimeGoods Northeast 377.50
S00058 ELEAUHE005 Electronics Audio PrimeGoods Northeast 382.96
S00058 ELEAUSP005 Electronics Audio PrimeGoods Northeast 397.48
S00058 ELECODE003 Electronics Computing PrimeGoods Northeast 396.31
S00058 ELECOTA004 Electronics Computing PrimeGoods Northeast 389.37
S00060 ELEAUSP005 Electronics Audio QuickBuy Southwest 394.38
S00061 ELEAUHO002 Electronics Audio LuxeRetail Midwest 378.26
S00063 ELECODE003 Electronics Computing PrimeGoods Southeast 396.04
S00064 ELEMOSM012 Electronics Mobile LuxeRetail Southwest 383.68
S00066 ELECODE009 Electronics Computing MarketExpress Northeast 380.02
S00066 ELECOTA004 Electronics Computing MarketExpress Northeast 392.86
S00067 ELECOTA004 Electronics Computing LuxeRetail Southwest 393.44
S00068 ELECODE009 Electronics Computing MarketExpress West 381.49
S00069 ELEAUHE005 Electronics Audio MegaShop Southeast 379.72
S00069 ELEAUSP005 Electronics Audio MegaShop Southeast 392.33
S00070 ELEMOSM012 Electronics Mobile LuxeRetail Southeast 377.96
S00072 ELECOTA004 Electronics Computing MarketExpress West 392.22
S00074 ELEAUHE005 Electronics Audio QuickBuy Northeast 379.15
S00075 ELEAUHE005 Electronics Audio BudgetShop Midwest 381.04
S00075 ELECODE003 Electronics Computing BudgetShop Midwest 395.44
S00075 ELECOTA004 Electronics Computing BudgetShop Midwest 387.97
S00076 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 380.49
S00076 ELEAUHO007 Electronics Audio EssentialsPlus Southeast 378.65
S00076 ELECODE009 Electronics Computing EssentialsPlus Southeast 379.03
S00077 ELEAUHE005 Electronics Audio MegaShop Northeast 380.59
S00077 ELEAUSP005 Electronics Audio MegaShop Northeast 391.03
S00080 ELEAUHO002 Electronics Audio AsterionHouse Southeast 379.52
S00081 ELEAUSP005 Electronics Audio BudgetShop Southeast 398.38
S00081 ELECOTA004 Electronics Computing BudgetShop Southeast 389.46
S00083 ELECODE009 Electronics Computing AsterionHouse Southeast 380.42
S00083 ELECOTA004 Electronics Computing AsterionHouse Southeast 386.53
S00085 ELEAUHE005 Electronics Audio PrimeGoods Southeast 380.20
S00085 ELECOTA004 Electronics Computing PrimeGoods Southeast 393.00
S00087 ELEAUHO007 Electronics Audio PrimeGoods Southwest 378.44
S00087 ELEAUSP005 Electronics Audio PrimeGoods Southwest 398.32
S00088 ELEAUHE005 Electronics Audio FamilyStore Northeast 381.82
S00088 ELECOTA004 Electronics Computing FamilyStore Northeast 389.80
S00093 ELEAUHE005 Electronics Audio EssentialsPlus Northeast 378.84
S00095 ELEAUHE005 Electronics Audio MarketExpress Midwest 380.42
S00095 ELEAUSP005 Electronics Audio MarketExpress Midwest 396.24
S00095 ELECODE009 Electronics Computing MarketExpress Midwest 377.26
S00095 ELEMOSM012 Electronics Mobile MarketExpress Midwest 382.83
S00097 ELECODE003 Electronics Computing PrimeGoods Southeast 394.76
S00098 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 387.09
S00099 ELECOTA004 Electronics Computing LuxeRetail Northeast 391.96
S00100 ELEAUHO002 Electronics Audio MarketExpress Northeast 377.42
S00100 ELECODE009 Electronics Computing MarketExpress Northeast 379.72
S00100 ELECOTA004 Electronics Computing MarketExpress Northeast 389.20
S00101 ELEAUSP001 Electronics Audio BudgetShop Northeast 377.20
S00101 ELECODE003 Electronics Computing BudgetShop Northeast 396.42
S00102 ELEAUHE005 Electronics Audio MarketExpress Northeast 379.21
S00102 ELECODE003 Electronics Computing MarketExpress Northeast 394.49
S00103 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 385.49
S00103 ELECOTA004 Electronics Computing EssentialsPlus Southeast 390.62
S00103 ELEMOSM012 Electronics Mobile EssentialsPlus Southeast 380.20
S00106 ELEAUHO007 Electronics Audio MarketExpress Midwest 380.52
S00107 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 378.98
S00107 ELECODE003 Electronics Computing EssentialsPlus Midwest 395.70
S00108 ELEAUHE005 Electronics Audio MegaShop Northeast 380.81
S00110 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 380.70
S00110 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 377.21
S00111 ELEAUSP005 Electronics Audio MegaShop Southwest 386.45
S00111 ELEMOSM012 Electronics Mobile MegaShop Southwest 383.54
S00113 ELECODE009 Electronics Computing BudgetShop Northeast 381.22
S00114 ELECODE003 Electronics Computing BudgetShop West 390.86
S00114 ELECOTA004 Electronics Computing BudgetShop West 390.13
S00117 ELECODE003 Electronics Computing QuickBuy Southeast 398.42
S00117 ELEMOSM012 Electronics Mobile QuickBuy Southeast 380.20
S00121 ELECOTA004 Electronics Computing EssentialsPlus West 388.72
S00122 ELEAUSP005 Electronics Audio BudgetShop Southeast 393.36
S00124 ELECODE003 Electronics Computing PrimeGoods Northeast 397.89
S00125 ELEAUHE005 Electronics Audio MegaShop Southeast 379.78
S00125 ELECOTA004 Electronics Computing MegaShop Southeast 388.35
S00128 ELEAUSP005 Electronics Audio BudgetShop Northeast 395.57
S00128 ELECOTA004 Electronics Computing BudgetShop Northeast 392.42
S00130 ELEAUHO002 Electronics Audio PrimeGoods West 379.00
S00130 ELEAUHO007 Electronics Audio PrimeGoods West 378.98
S00130 ELEAUSP005 Electronics Audio PrimeGoods West 390.32
S00131 ELEAUHO007 Electronics Audio LuxeRetail Southeast 377.08
S00131 ELECODE003 Electronics Computing LuxeRetail Southeast 399.78
S00134 ELEAUHE005 Electronics Audio LuxeRetail Southeast 379.90
S00134 ELECODE009 Electronics Computing LuxeRetail Southeast 378.12
S00135 ELEAUHO002 Electronics Audio MegaShop Northeast 378.83
S00135 ELECODE003 Electronics Computing MegaShop Northeast 387.08
S00135 ELECOTA004 Electronics Computing MegaShop Northeast 386.48
S00136 ELEAUSP005 Electronics Audio MarketExpress West 395.85
S00136 ELEMOSM012 Electronics Mobile MarketExpress West 380.55
S00139 ELECODE003 Electronics Computing MegaShop Southeast 394.42
S00140 ELEAUHE005 Electronics Audio FamilyStore Southeast 377.79
S00140 ELECODE003 Electronics Computing FamilyStore Southeast 385.02
S00141 ELEAUHO002 Electronics Audio LuxeRetail Southeast 378.64
S00141 ELEAUSP005 Electronics Audio LuxeRetail Southeast 394.55
S00142 ELEMOSM012 Electronics Mobile PrimeGoods Southeast 378.53
S00143 ELEAUHE005 Electronics Audio BudgetShop Southwest 383.11
S00143 ELEAUSP005 Electronics Audio BudgetShop Southwest 391.85
S00143 ELECODE009 Electronics Computing BudgetShop Southwest 381.84
S00143 ELECOTA004 Electronics Computing BudgetShop Southwest 387.79
S00144 ELEAUSP005 Electronics Audio QuickBuy West 392.77
S00145 ELECODE003 Electronics Computing PrimeGoods West 394.98
S00148 ELEAUHO002 Electronics Audio BudgetShop Midwest 378.12
S00150 ELEAUHE005 Electronics Audio LuxeRetail West 379.72
S00150 ELEAUHO004 Electronics Audio LuxeRetail West 378.74
S00150 ELEAUSP005 Electronics Audio LuxeRetail West 394.10
S00150 ELECODE003 Electronics Computing LuxeRetail West 397.50
S00150 ELECOTA004 Electronics Computing LuxeRetail West 390.71
S00152 ELEAUHO002 Electronics Audio MegaShop Northeast 380.30
S00153 ELECODE003 Electronics Computing MegaShop Southwest 393.35
S00154 ELEAUSP005 Electronics Audio BudgetShop Northeast 394.43
S00154 ELECOTA004 Electronics Computing BudgetShop Northeast 389.06
S00155 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 379.92
S00155 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 385.68
S00155 ELECODE009 Electronics Computing EssentialsPlus Southeast 377.67
S00155 ELECOTA004 Electronics Computing EssentialsPlus Southeast 387.40
S00156 ELECODE009 Electronics Computing FamilyStore Midwest 381.83
S00157 ELEMOSM012 Electronics Mobile PrimeGoods Northeast 377.34
STORE0003 ELECODE003 Electronics Computing MarketExpress West 395.75
STORE0004 ELEAUSP005 Electronics Audio MegaShop Southwest 381.39
STORE0022 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 379.19
STORE0022 ELECODE003 Electronics Computing EssentialsPlus Southeast 397.53
STORE0023 ELEAUHO007 Electronics Audio MarketExpress West 380.23
STORE0023 ELEAUSP005 Electronics Audio MarketExpress West 390.64
STORE0023 ELECOTA004 Electronics Computing MarketExpress West 386.60
STORE0023 ELEMOSM012 Electronics Mobile MarketExpress West 381.36
STORE0049 ELEAUHO007 Electronics Audio LuxeRetail Southwest 379.05
STORE0050 ELEAUHE005 Electronics Audio EssentialsPlus Northeast 380.68
STORE0050 ELECODE003 Electronics Computing EssentialsPlus Northeast 392.08
STORE0050 ELECOTA004 Electronics Computing EssentialsPlus Northeast 391.91
STORE0071 ELEAUHE005 Electronics Audio AsterionHouse Northeast 383.52
STORE0071 ELEAUSP005 Electronics Audio AsterionHouse Northeast 397.31
STORE0078 ELEAUSP005 Electronics Audio MegaShop Northeast 389.03
STORE0078 ELECODE003 Electronics Computing MegaShop Northeast 396.05
STORE0078 ELEMOSM012 Electronics Mobile MegaShop Northeast 377.14
STORE0092 ELEAUHO002 Electronics Audio MegaShop Northeast 379.48
STORE0115 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 383.64
STORE0115 ELEAUHO004 Electronics Audio EssentialsPlus Midwest 378.34
STORE0115 ELEAUHO007 Electronics Audio EssentialsPlus Midwest 378.34
STORE0115 ELECODE009 Electronics Computing EssentialsPlus Midwest 380.46
STORE0116 ELEAUHE003 Electronics Audio MarketExpress West 377.77
STORE0116 ELEMOSM012 Electronics Mobile MarketExpress West 379.05
STORE0123 ELEAUHO007 Electronics Audio LuxeRetail West 378.87
STORE0149 ELEAUHO002 Electronics Audio QuickBuy Southeast 378.46

4.2.4.2 Gradient Boosting

Una vez entrenado el modelo con los datos, se procedió a aplicarlo para estimar el precio óptimo de cada producto en cada tienda. El resultado se resume en la siguiente tabla.

Dado que el número total de combinaciones posibles entre productos y tiendas asciende a 128.100, y con el objetivo de facilitar la interpretación de los resultados, en este documento se presentan únicamente 1.000 combinaciones seleccionadas a modo ilustrativo.

ID Tiendas SKU Categoría Grupo Cadena Región Precio (USD)
000008 ELEAUHO001 Electronics Audio LuxeRetail Southeast 406.92
000017 ELEAUSP005 Electronics Audio PrimeGoods Midwest 394.72
000042 ELECOTA004 Electronics Computing EssentialsPlus Southeast 408.50
000052 ELEAUHE001 Electronics Audio EssentialsPlus Southeast 407.67
000052 ELEAUHE012 Electronics Audio EssentialsPlus Southeast 394.55
000052 ELEAUHO001 Electronics Audio EssentialsPlus Southeast 416.51
000053 ELEAUHO002 Electronics Audio MegaShop Midwest 395.19
000053 ELEAUSP001 Electronics Audio MegaShop Midwest 395.04
000056 ELEAUHO006 Electronics Audio QuickBuy Southeast 404.12
000056 ELEAUSP008 Electronics Audio QuickBuy Southeast 398.68
000073 ELEAUHE012 Electronics Audio AsterionHouse Southeast 399.87
000073 ELEAUHO001 Electronics Audio AsterionHouse Southeast 398.87
000073 ELEAUSP005 Electronics Audio AsterionHouse Southeast 407.90
000079 ELEAUSP001 Electronics Audio QuickBuy Southeast 401.68
000079 ELEMOAC009 Electronics Mobile QuickBuy Southeast 399.81
000094 ELEAUHO005 Electronics Audio LuxeRetail Southeast 406.84
000094 ELEAUSP008 Electronics Audio LuxeRetail Southeast 402.95
000132 ELEAUHE003 Electronics Audio MarketExpress Midwest 406.44
000132 ELEAUHO005 Electronics Audio MarketExpress Midwest 395.23
000132 ELEAUSP005 Electronics Audio MarketExpress Midwest 407.37
S00001 ELEAUSP001 Electronics Audio PrimeGoods West 417.60
S00002 ELEAUHE012 Electronics Audio MegaShop Midwest 397.85
S00002 ELEAUSP001 Electronics Audio MegaShop Midwest 412.73
S00002 ELECODE003 Electronics Computing MegaShop Midwest 405.11
S00002 ELECOTA004 Electronics Computing MegaShop Midwest 397.83
S00005 ELECOTA004 Electronics Computing PrimeGoods Southeast 408.50
S00007 ELEAUHE005 Electronics Audio LuxeRetail Southeast 397.91
S00009 ELECODE003 Electronics Computing MegaShop Midwest 402.65
S00009 ELECOLA004 Electronics Computing MegaShop Midwest 396.89
S00009 ELECOTA004 Electronics Computing MegaShop Midwest 408.50
S00010 ELEAUHO005 Electronics Audio AsterionHouse Midwest 398.49
S00010 ELEAUSP008 Electronics Audio AsterionHouse Midwest 402.95
S00010 ELEMOAC009 Electronics Mobile AsterionHouse Midwest 399.13
S00011 ELEAUHO002 Electronics Audio FamilyStore Midwest 398.32
S00011 ELEAUSP005 Electronics Audio FamilyStore Midwest 395.98
S00011 ELECOTA004 Electronics Computing FamilyStore Midwest 401.68
S00012 ELEAUSP005 Electronics Audio PrimeGoods Southeast 398.31
S00013 ELEAUHE003 Electronics Audio MarketExpress Southwest 398.40
S00013 ELEAUHO001 Electronics Audio MarketExpress Southwest 396.41
S00013 ELEAUHO005 Electronics Audio MarketExpress Southwest 411.34
S00013 ELECOTA004 Electronics Computing MarketExpress Southwest 408.50
S00014 ELECOTA004 Electronics Computing FamilyStore Northeast 408.50
S00015 ELEAUHO001 Electronics Audio MegaShop Southwest 398.10
S00015 ELECOTA004 Electronics Computing MegaShop Southwest 407.90
S00016 ELECOTA004 Electronics Computing EssentialsPlus Midwest 408.50
S00019 ELEAUSP001 Electronics Audio QuickBuy Northeast 396.97
S00019 ELEAUSP005 Electronics Audio QuickBuy Northeast 400.05
S00020 ELEAUSP008 Electronics Audio FamilyStore Midwest 395.46
S00020 ELEMOAC001 Electronics Mobile FamilyStore Midwest 399.00
S00024 ELEAUHE003 Electronics Audio FamilyStore Northeast 402.26
S00024 ELEAUHO005 Electronics Audio FamilyStore Northeast 401.94
S00025 ELEAUHO001 Electronics Audio MarketExpress Midwest 402.30
S00026 ELEAUHE003 Electronics Audio AsterionHouse Midwest 402.24
S00026 ELEAUHO002 Electronics Audio AsterionHouse Midwest 397.78
S00026 ELEMOAC009 Electronics Mobile AsterionHouse Midwest 399.77
S00028 ELEAUHO005 Electronics Audio EssentialsPlus Midwest 398.26
S00028 ELEMOAC009 Electronics Mobile EssentialsPlus Midwest 405.58
S00030 ELEAUHE012 Electronics Audio FamilyStore Northeast 397.78
S00030 ELECODE003 Electronics Computing FamilyStore Northeast 408.70
S00031 ELEAUSP005 Electronics Audio EssentialsPlus Southwest 395.22
S00031 ELEMOAC009 Electronics Mobile EssentialsPlus Southwest 394.50
S00032 ELEAUHO001 Electronics Audio EssentialsPlus Northeast 401.50
S00032 ELEAUHO002 Electronics Audio EssentialsPlus Northeast 415.82
S00033 ELEAUSP008 Electronics Audio EssentialsPlus Southwest 397.83
S00034 ELEAUHE003 Electronics Audio BudgetShop West 406.44
S00034 ELEAUSP005 Electronics Audio BudgetShop West 397.89
S00035 ELEAUHO002 Electronics Audio BudgetShop Southeast 403.22
S00035 ELEAUHO005 Electronics Audio BudgetShop Southeast 419.60
S00035 ELEAUSP001 Electronics Audio BudgetShop Southeast 397.50
S00036 ELEAUSP005 Electronics Audio EssentialsPlus Midwest 396.88
S00036 ELECOTA004 Electronics Computing EssentialsPlus Midwest 408.50
S00037 ELECOTA004 Electronics Computing AsterionHouse Southeast 408.50
S00038 ELEAUHO005 Electronics Audio AsterionHouse West 400.89
S00039 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 405.73
S00040 ELEAUHO005 Electronics Audio EssentialsPlus West 396.10
S00043 ELEAUHO005 Electronics Audio PrimeGoods Southeast 401.71
S00044 ELEAUSP005 Electronics Audio EssentialsPlus Southwest 397.73
S00044 ELECODE009 Electronics Computing EssentialsPlus Southwest 417.06
S00046 ELEAUHE012 Electronics Audio EssentialsPlus Southeast 395.46
S00046 ELEAUHO001 Electronics Audio EssentialsPlus Southeast 414.65
S00046 ELECODE003 Electronics Computing EssentialsPlus Southeast 405.14
S00047 ELEAUSP005 Electronics Audio LuxeRetail Northeast 397.04
S00047 ELECOTA004 Electronics Computing LuxeRetail Northeast 397.82
S00047 ELEMOAC009 Electronics Mobile LuxeRetail Northeast 395.02
S00048 ELEAUHO001 Electronics Audio PrimeGoods Northeast 406.31
S00048 ELECOTA004 Electronics Computing PrimeGoods Northeast 407.90
S00048 ELEMOAC009 Electronics Mobile PrimeGoods Northeast 394.98
S00054 ELEAUHE005 Electronics Audio LuxeRetail West 396.67
S00054 ELECODE003 Electronics Computing LuxeRetail West 402.23
S00054 ELECOTA004 Electronics Computing LuxeRetail West 405.61
S00055 ELEAUHO002 Electronics Audio BudgetShop Southwest 394.76
S00058 ELEAUHO001 Electronics Audio PrimeGoods Northeast 401.54
S00058 ELEAUHO005 Electronics Audio PrimeGoods Northeast 397.36
S00059 ELEAUSP001 Electronics Audio AsterionHouse Northeast 397.62
S00061 ELECODE003 Electronics Computing LuxeRetail Midwest 404.91
S00062 ELECOTA004 Electronics Computing PrimeGoods West 408.50
S00063 ELEAUHE003 Electronics Audio PrimeGoods Southeast 398.52
S00063 ELECOTA004 Electronics Computing PrimeGoods Southeast 395.87
S00063 ELEMOAC009 Electronics Mobile PrimeGoods Southeast 403.72
S00064 ELEAUHO002 Electronics Audio LuxeRetail Southwest 407.81
S00064 ELEAUSP005 Electronics Audio LuxeRetail Southwest 406.01
S00064 ELECODE003 Electronics Computing LuxeRetail Southwest 405.80
S00065 ELEAUHO002 Electronics Audio BudgetShop Southeast 397.75
S00067 ELEAUHO001 Electronics Audio LuxeRetail Southwest 414.71
S00067 ELEAUSP005 Electronics Audio LuxeRetail Southwest 412.71
S00068 ELEAUHO001 Electronics Audio MarketExpress West 407.45
S00068 ELEAUSP005 Electronics Audio MarketExpress West 395.20
S00069 ELEAUHO001 Electronics Audio MegaShop Southeast 400.99
S00069 ELECODE003 Electronics Computing MegaShop Southeast 405.62
S00069 ELECOTA004 Electronics Computing MegaShop Southeast 408.50
S00070 ELECODE003 Electronics Computing LuxeRetail Southeast 401.23
S00074 ELEAUSP005 Electronics Audio QuickBuy Northeast 407.90
S00074 ELECOTA004 Electronics Computing QuickBuy Northeast 408.50
S00075 ELEAUHO005 Electronics Audio BudgetShop Midwest 408.59
S00077 ELECODE003 Electronics Computing MegaShop Northeast 413.85
S00077 ELECOTA004 Electronics Computing MegaShop Northeast 408.50
S00080 ELECOTA004 Electronics Computing AsterionHouse Southeast 408.50
S00081 ELEAUHE003 Electronics Audio BudgetShop Southeast 406.44
S00081 ELECODE003 Electronics Computing BudgetShop Southeast 409.61
S00083 ELEAUHE005 Electronics Audio AsterionHouse Southeast 395.92
S00083 ELEAUHO005 Electronics Audio AsterionHouse Southeast 395.78
S00083 ELECODE003 Electronics Computing AsterionHouse Southeast 396.17
S00084 ELEAUSP005 Electronics Audio MegaShop Northeast 395.83
S00084 ELECODE003 Electronics Computing MegaShop Northeast 397.63
S00086 ELEAUHE012 Electronics Audio MegaShop Southeast 396.87
S00086 ELECOTA004 Electronics Computing MegaShop Southeast 399.45
S00087 ELEAUSP008 Electronics Audio PrimeGoods Southwest 397.61
S00089 ELEAUHE003 Electronics Audio QuickBuy Southwest 397.17
S00089 ELEAUHO001 Electronics Audio QuickBuy Southwest 416.67
S00089 ELEAUHO002 Electronics Audio QuickBuy Southwest 399.59
S00089 ELEAUSP001 Electronics Audio QuickBuy Southwest 398.18
S00090 ELEAUHE003 Electronics Audio PrimeGoods Northeast 400.06
S00090 ELEAUHE005 Electronics Audio PrimeGoods Northeast 405.77
S00091 ELEAUHE012 Electronics Audio QuickBuy Northeast 408.61
S00093 ELEAUHO001 Electronics Audio EssentialsPlus Northeast 404.32
S00093 ELEAUSP005 Electronics Audio EssentialsPlus Northeast 400.71
S00093 ELECODE003 Electronics Computing EssentialsPlus Northeast 396.04
S00095 ELEAUHO005 Electronics Audio MarketExpress Midwest 400.51
S00095 ELECODE003 Electronics Computing MarketExpress Midwest 396.37
S00097 ELEAUSP008 Electronics Audio PrimeGoods Southeast 396.64
S00100 ELECODE003 Electronics Computing MarketExpress Northeast 395.33
S00101 ELEAUSP005 Electronics Audio BudgetShop Northeast 400.33
S00102 ELEAUHE003 Electronics Audio MarketExpress Northeast 406.44
S00102 ELEAUSP005 Electronics Audio MarketExpress Northeast 402.54
S00102 ELECOTA004 Electronics Computing MarketExpress Northeast 397.82
S00106 ELEAUHO001 Electronics Audio MarketExpress Midwest 409.07
S00107 ELEAUHE012 Electronics Audio EssentialsPlus Midwest 413.93
S00107 ELEAUSP001 Electronics Audio EssentialsPlus Midwest 409.72
S00108 ELEAUHO005 Electronics Audio MegaShop Northeast 398.88
S00108 ELEAUSP008 Electronics Audio MegaShop Northeast 400.39
S00111 ELEAUHE003 Electronics Audio MegaShop Southwest 402.27
S00111 ELEAUHE005 Electronics Audio MegaShop Southwest 411.47
S00112 ELEAUHO001 Electronics Audio MegaShop Southeast 402.86
S00112 ELECOTA004 Electronics Computing MegaShop Southeast 405.97
S00113 ELEAUHO001 Electronics Audio BudgetShop Northeast 415.17
S00113 ELEAUSP008 Electronics Audio BudgetShop Northeast 402.95
S00113 ELECODE003 Electronics Computing BudgetShop Northeast 415.21
S00113 ELECOTA004 Electronics Computing BudgetShop Northeast 405.80
S00114 ELEAUHO001 Electronics Audio BudgetShop West 406.02
S00117 ELEAUHE003 Electronics Audio QuickBuy Southeast 395.00
S00117 ELEAUHO002 Electronics Audio QuickBuy Southeast 406.53
S00117 ELEAUSP005 Electronics Audio QuickBuy Southeast 403.74
S00117 ELECOTA004 Electronics Computing QuickBuy Southeast 404.17
S00120 ELEAUHO001 Electronics Audio LuxeRetail Midwest 419.81
S00120 ELEAUHO002 Electronics Audio LuxeRetail Midwest 396.35
S00120 ELEAUSP001 Electronics Audio LuxeRetail Midwest 403.12
S00121 ELECODE003 Electronics Computing EssentialsPlus West 398.85
S00122 ELEAUHO004 Electronics Audio BudgetShop Southeast 397.26
S00122 ELECOTA004 Electronics Computing BudgetShop Southeast 396.09
S00124 ELEAUSP005 Electronics Audio PrimeGoods Northeast 412.95
S00127 ELEAUHO001 Electronics Audio EssentialsPlus Southeast 414.39
S00127 ELEAUSP005 Electronics Audio EssentialsPlus Southeast 399.28
S00127 ELECOTA004 Electronics Computing EssentialsPlus Southeast 408.50
S00128 ELEAUHO001 Electronics Audio BudgetShop Northeast 404.22
S00131 ELEAUHO002 Electronics Audio LuxeRetail Southeast 398.85
S00134 ELEAUHO005 Electronics Audio LuxeRetail Southeast 398.89
S00134 ELEAUSP001 Electronics Audio LuxeRetail Southeast 403.31
S00135 ELEAUHO005 Electronics Audio MegaShop Northeast 408.52
S00136 ELEAUHO001 Electronics Audio MarketExpress West 410.48
S00137 ELEAUHE005 Electronics Audio MarketExpress Southeast 395.21
S00137 ELEAUHO001 Electronics Audio MarketExpress Southeast 424.85
S00137 ELEAUHO005 Electronics Audio MarketExpress Southeast 402.92
S00138 ELEAUSP005 Electronics Audio MarketExpress Southeast 408.96
S00138 ELECODE003 Electronics Computing MarketExpress Southeast 401.26
S00139 ELEAUHE005 Electronics Audio MegaShop Southeast 403.33
S00139 ELEAUHO001 Electronics Audio MegaShop Southeast 406.24
S00139 ELEAUHO005 Electronics Audio MegaShop Southeast 412.80
S00139 ELECODE009 Electronics Computing MegaShop Southeast 396.33
S00140 ELEAUHO005 Electronics Audio FamilyStore Southeast 399.17
S00141 ELEAUHO001 Electronics Audio LuxeRetail Southeast 417.98
S00141 ELEAUSP001 Electronics Audio LuxeRetail Southeast 412.19
S00142 ELEMOAC009 Electronics Mobile PrimeGoods Southeast 394.59
S00143 ELECODE003 Electronics Computing BudgetShop Southwest 404.04
S00144 ELECODE003 Electronics Computing QuickBuy West 403.71
S00145 ELEAUHE003 Electronics Audio PrimeGoods West 406.44
S00145 ELECODE009 Electronics Computing PrimeGoods West 399.98
S00146 ELEAUHE005 Electronics Audio BudgetShop West 395.43
S00146 ELECOTA004 Electronics Computing BudgetShop West 408.50
S00152 ELEAUHO001 Electronics Audio MegaShop Northeast 430.59
S00153 ELEAUHO002 Electronics Audio MegaShop Southwest 409.91
S00153 ELECOTA004 Electronics Computing MegaShop Southwest 407.90
S00154 ELEAUHO001 Electronics Audio BudgetShop Northeast 409.12
S00154 ELEAUHO006 Electronics Audio BudgetShop Northeast 405.51
S00155 ELEAUHE003 Electronics Audio EssentialsPlus Southeast 406.44
S00155 ELEAUHO001 Electronics Audio EssentialsPlus Southeast 400.68
S00156 ELEAUHO005 Electronics Audio FamilyStore Midwest 399.69
S00156 ELEAUSP008 Electronics Audio FamilyStore Midwest 402.95
S00156 ELECOTA004 Electronics Computing FamilyStore Midwest 408.26
S00156 ELEMOAC009 Electronics Mobile FamilyStore Midwest 404.31
S00157 ELEMOAC009 Electronics Mobile PrimeGoods Northeast 396.86
STORE0003 ELEAUHO001 Electronics Audio MarketExpress West 431.87
STORE0004 ELECODE003 Electronics Computing MegaShop Southwest 397.62
STORE0023 ELEAUHE005 Electronics Audio MarketExpress West 400.99
STORE0023 ELEAUHO001 Electronics Audio MarketExpress West 405.83
STORE0023 ELECODE003 Electronics Computing MarketExpress West 413.77
STORE0050 ELEAUHO001 Electronics Audio EssentialsPlus Northeast 398.86
STORE0050 ELEAUSP008 Electronics Audio EssentialsPlus Northeast 397.28
STORE0071 ELEAUHO002 Electronics Audio AsterionHouse Northeast 397.11
STORE0071 ELECOTA004 Electronics Computing AsterionHouse Northeast 402.37
STORE0071 ELEMOAC009 Electronics Mobile AsterionHouse Northeast 408.94
STORE0078 ELEAUHE005 Electronics Audio MegaShop Northeast 395.05
STORE0078 ELEAUHO001 Electronics Audio MegaShop Northeast 404.31
STORE0115 ELEAUHO001 Electronics Audio EssentialsPlus Midwest 395.12
STORE0115 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 403.71
STORE0116 ELEAUHE005 Electronics Audio MarketExpress West 403.23
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S00103 ELECODE003 Electronics Computing EssentialsPlus Southeast 407.62
S00105 ELEAUHE005 Electronics Audio MegaShop Southwest 418.42
S00105 ELEAUHO005 Electronics Audio MegaShop Southwest 399.36
S00105 ELECOTA004 Electronics Computing MegaShop Southwest 395.16
S00106 ELEAUHE003 Electronics Audio MarketExpress Midwest 400.13
S00106 ELEAUHO002 Electronics Audio MarketExpress Midwest 399.38
S00106 ELEAUHO005 Electronics Audio MarketExpress Midwest 395.09
S00106 ELEAUSP005 Electronics Audio MarketExpress Midwest 403.21
S00106 ELEAUSP008 Electronics Audio MarketExpress Midwest 402.95
S00106 ELECODE003 Electronics Computing MarketExpress Midwest 416.74
S00107 ELEAUHO004 Electronics Audio EssentialsPlus Midwest 395.38
S00107 ELEAUSP005 Electronics Audio EssentialsPlus Midwest 401.43
S00108 ELEAUHO001 Electronics Audio MegaShop Northeast 398.50
S00108 ELECODE003 Electronics Computing MegaShop Northeast 412.04
S00108 ELECOTA004 Electronics Computing MegaShop Northeast 408.50
S00110 ELECODE003 Electronics Computing EssentialsPlus Midwest 404.67
S00110 ELECOTA004 Electronics Computing EssentialsPlus Midwest 397.32
S00111 ELECOTA004 Electronics Computing MegaShop Southwest 400.93
S00112 ELEAUHE005 Electronics Audio MegaShop Southeast 405.62
S00112 ELEAUSP008 Electronics Audio MegaShop Southeast 397.88
S00113 ELEAUHO005 Electronics Audio BudgetShop Northeast 397.31
S00113 ELEAUSP001 Electronics Audio BudgetShop Northeast 400.54
S00113 ELEMOAC001 Electronics Mobile BudgetShop Northeast 398.96
S00114 ELEAUHO002 Electronics Audio BudgetShop West 395.07
S00117 ELEAUHO001 Electronics Audio QuickBuy Southeast 396.18
S00120 ELECOTA004 Electronics Computing LuxeRetail Midwest 406.83
S00121 ELEAUHE005 Electronics Audio EssentialsPlus West 404.98
S00121 ELEAUHO001 Electronics Audio EssentialsPlus West 413.00
S00122 ELEAUSP001 Electronics Audio BudgetShop Southeast 402.76
S00125 ELEAUHO005 Electronics Audio MegaShop Southeast 410.31
S00127 ELEAUSP001 Electronics Audio EssentialsPlus Southeast 404.07
S00130 ELEAUSP001 Electronics Audio PrimeGoods West 417.03
S00130 ELEAUSP008 Electronics Audio PrimeGoods West 402.95
S00131 ELEAUHE012 Electronics Audio LuxeRetail Southeast 397.75
S00131 ELEAUSP005 Electronics Audio LuxeRetail Southeast 400.32
S00131 ELECOTA004 Electronics Computing LuxeRetail Southeast 402.10
S00134 ELEAUHE012 Electronics Audio LuxeRetail Southeast 405.78
S00134 ELEAUSP005 Electronics Audio LuxeRetail Southeast 402.29
S00134 ELECOTA004 Electronics Computing LuxeRetail Southeast 407.79
S00135 ELEAUSP001 Electronics Audio MegaShop Northeast 398.45
S00135 ELEAUSP005 Electronics Audio MegaShop Northeast 400.55
S00136 ELEAUHE003 Electronics Audio MarketExpress West 406.44
S00136 ELEAUSP008 Electronics Audio MarketExpress West 394.74
S00137 ELEAUSP001 Electronics Audio MarketExpress Southeast 396.27
S00137 ELECODE003 Electronics Computing MarketExpress Southeast 417.12
S00137 ELECOTA004 Electronics Computing MarketExpress Southeast 408.50
S00138 ELEAUHO001 Electronics Audio MarketExpress Southeast 400.69
S00138 ELEAUSP008 Electronics Audio MarketExpress Southeast 402.95
S00138 ELEMOAC009 Electronics Mobile MarketExpress Southeast 396.96
S00139 ELEAUHE001 Electronics Audio MegaShop Southeast 403.39
S00139 ELEAUSP005 Electronics Audio MegaShop Southeast 426.59
S00139 ELECOTA004 Electronics Computing MegaShop Southeast 403.23
S00141 ELEAUHO004 Electronics Audio LuxeRetail Southeast 396.31
S00141 ELEAUHO005 Electronics Audio LuxeRetail Southeast 397.24
S00141 ELECODE003 Electronics Computing LuxeRetail Southeast 400.29
S00142 ELEAUSP005 Electronics Audio PrimeGoods Southeast 410.71
S00143 ELEAUHO001 Electronics Audio BudgetShop Southwest 404.24
S00144 ELEAUHE003 Electronics Audio QuickBuy West 406.44
S00144 ELEAUHO002 Electronics Audio QuickBuy West 394.51
S00145 ELEAUSP005 Electronics Audio PrimeGoods West 420.44
S00145 ELECOTA004 Electronics Computing PrimeGoods West 397.37
S00147 ELEAUHO002 Electronics Audio BudgetShop Southeast 407.21
S00147 ELEAUSP005 Electronics Audio BudgetShop Southeast 409.71
S00147 ELECODE003 Electronics Computing BudgetShop Southeast 413.93
S00148 ELEAUHO001 Electronics Audio BudgetShop Midwest 397.19
S00148 ELEAUHO005 Electronics Audio BudgetShop Midwest 407.90
S00148 ELECODE003 Electronics Computing BudgetShop Midwest 404.44
S00150 ELEAUHE003 Electronics Audio LuxeRetail West 396.00
S00150 ELEAUHO001 Electronics Audio LuxeRetail West 404.28
S00154 ELECODE003 Electronics Computing BudgetShop Northeast 406.04
S00156 ELEAUHE005 Electronics Audio FamilyStore Midwest 397.84
S00156 ELEAUHO001 Electronics Audio FamilyStore Midwest 408.55
S00156 ELEAUSP001 Electronics Audio FamilyStore Midwest 399.39
S00157 ELEAUHE003 Electronics Audio PrimeGoods Northeast 397.96
S00157 ELEAUHO001 Electronics Audio PrimeGoods Northeast 404.86
S00157 ELEAUHO005 Electronics Audio PrimeGoods Northeast 394.76
S00157 ELEAUSP005 Electronics Audio PrimeGoods Northeast 406.72
STORE0003 ELEAUHE003 Electronics Audio MarketExpress West 402.42
STORE0003 ELEAUHE012 Electronics Audio MarketExpress West 402.38
STORE0003 ELECOTA004 Electronics Computing MarketExpress West 408.50
STORE0004 ELEAUHE005 Electronics Audio MegaShop Southwest 397.43
STORE0004 ELEAUHO002 Electronics Audio MegaShop Southwest 400.19
STORE0022 ELEAUHE003 Electronics Audio EssentialsPlus Southeast 394.77
STORE0023 ELEAUHO005 Electronics Audio MarketExpress West 401.80
STORE0023 ELEMOAC009 Electronics Mobile MarketExpress West 401.72
STORE0049 ELEAUHE003 Electronics Audio LuxeRetail Southwest 400.75
STORE0049 ELEAUHO001 Electronics Audio LuxeRetail Southwest 414.47
STORE0049 ELECODE003 Electronics Computing LuxeRetail Southwest 406.03
STORE0049 ELECOTA004 Electronics Computing LuxeRetail Southwest 408.50
STORE0050 ELEAUHO005 Electronics Audio EssentialsPlus Northeast 400.66
STORE0050 ELEAUSP001 Electronics Audio EssentialsPlus Northeast 410.01
STORE0050 ELEAUSP005 Electronics Audio EssentialsPlus Northeast 400.35
STORE0071 ELECODE003 Electronics Computing AsterionHouse Northeast 397.57
STORE0078 ELECOTA004 Electronics Computing MegaShop Northeast 401.41
STORE0092 ELEAUHE012 Electronics Audio MegaShop Northeast 395.77
STORE0092 ELEAUHO001 Electronics Audio MegaShop Northeast 401.17
STORE0115 ELEAUSP005 Electronics Audio EssentialsPlus Midwest 405.12
STORE0115 ELECOTA004 Electronics Computing EssentialsPlus Midwest 404.00
STORE0115 ELEMOAC009 Electronics Mobile EssentialsPlus Midwest 400.67
STORE0116 ELEAUHO001 Electronics Audio MarketExpress West 431.87
STORE0116 ELEAUHO005 Electronics Audio MarketExpress West 398.43
STORE0118 ELECODE003 Electronics Computing PrimeGoods Southeast 394.58
STORE0123 ELEAUHE003 Electronics Audio LuxeRetail West 404.19
STORE0129 ELEAUHO004 Electronics Audio QuickBuy Northeast 400.39
STORE0133 ELECOTA004 Electronics Computing PrimeGoods West 408.50
STORE0133 ELEMOAC009 Electronics Mobile PrimeGoods West 403.81
STORE0149 ELEAUHE003 Electronics Audio QuickBuy Southeast 404.98
STORE0149 ELEAUSP001 Electronics Audio QuickBuy Southeast 415.83
STORE0149 ELEAUSP005 Electronics Audio QuickBuy Southeast 400.51
STORE0149 ELECODE003 Electronics Computing QuickBuy Southeast 404.50
000006 ELECOTA004 Electronics Computing AsterionHouse Southeast 400.31
000008 ELEAUHO005 Electronics Audio LuxeRetail Southeast 398.77
000008 ELEAUSP005 Electronics Audio LuxeRetail Southeast 397.84
000008 ELEMOAC009 Electronics Mobile LuxeRetail Southeast 394.93
000017 ELEAUHE005 Electronics Audio PrimeGoods Midwest 406.45
000017 ELEAUHO002 Electronics Audio PrimeGoods Midwest 398.35
000017 ELECOTA004 Electronics Computing PrimeGoods Midwest 401.45
000042 ELEAUSP001 Electronics Audio EssentialsPlus Southeast 395.42
000052 ELEAUHO005 Electronics Audio EssentialsPlus Southeast 406.94
000052 ELEAUSP001 Electronics Audio EssentialsPlus Southeast 396.40
000052 ELECODE003 Electronics Computing EssentialsPlus Southeast 417.58
000053 ELECOTA004 Electronics Computing MegaShop Midwest 408.50
000056 ELEAUSP005 Electronics Audio QuickBuy Southeast 396.21
000056 ELECODE003 Electronics Computing QuickBuy Southeast 403.45
000056 ELECOTA004 Electronics Computing QuickBuy Southeast 407.58
000079 ELEAUHE003 Electronics Audio QuickBuy Southeast 406.44
000079 ELEAUHO001 Electronics Audio QuickBuy Southeast 417.60
000079 ELEAUHO005 Electronics Audio QuickBuy Southeast 412.74
000109 ELEAUHE005 Electronics Audio EssentialsPlus Northeast 406.23
000109 ELEAUHO004 Electronics Audio EssentialsPlus Northeast 402.69
000109 ELECOTA004 Electronics Computing EssentialsPlus Northeast 408.50
000132 ELEAUHE001 Electronics Audio MarketExpress Midwest 395.93
000132 ELEAUHO002 Electronics Audio MarketExpress Midwest 404.55
000132 ELECODE003 Electronics Computing MarketExpress Midwest 400.60
000151 ELEAUHE005 Electronics Audio MarketExpress Northeast 411.08
000151 ELEAUHO005 Electronics Audio MarketExpress Northeast 412.37
000151 ELECOTA004 Electronics Computing MarketExpress Northeast 407.20
S00001 ELECODE009 Electronics Computing PrimeGoods West 396.76
S00002 ELEAUSP005 Electronics Audio MegaShop Midwest 408.58
S00007 ELEAUHO001 Electronics Audio LuxeRetail Southeast 401.69
S00007 ELEAUSP001 Electronics Audio LuxeRetail Southeast 411.25
S00007 ELECODE003 Electronics Computing LuxeRetail Southeast 409.39
S00012 ELEAUHE003 Electronics Audio PrimeGoods Southeast 404.44
S00014 ELEAUHE012 Electronics Audio FamilyStore Northeast 398.18
S00015 ELEAUHE012 Electronics Audio MegaShop Southwest 409.63
S00015 ELEAUSP008 Electronics Audio MegaShop Southwest 396.91
S00016 ELEAUHO001 Electronics Audio EssentialsPlus Midwest 416.62
S00016 ELECODE003 Electronics Computing EssentialsPlus Midwest 407.99
S00019 ELEAUHE001 Electronics Audio QuickBuy Northeast 403.99
S00019 ELEAUHO002 Electronics Audio QuickBuy Northeast 397.35
S00020 ELECODE009 Electronics Computing FamilyStore Midwest 404.55
S00020 ELECOTA004 Electronics Computing FamilyStore Midwest 408.50
S00024 ELEAUHO004 Electronics Audio FamilyStore Northeast 395.21
S00024 ELECOTA004 Electronics Computing FamilyStore Northeast 408.50
S00025 ELEAUHE012 Electronics Audio MarketExpress Midwest 396.30
S00025 ELEAUSP005 Electronics Audio MarketExpress Midwest 412.43
S00025 ELECODE003 Electronics Computing MarketExpress Midwest 412.08
S00026 ELEAUSP008 Electronics Audio AsterionHouse Midwest 396.48
S00026 ELECOTA004 Electronics Computing AsterionHouse Midwest 408.50
S00027 ELECOTA004 Electronics Computing MegaShop Midwest 408.50
S00028 ELEAUHO001 Electronics Audio EssentialsPlus Midwest 410.80
S00030 ELEAUHO006 Electronics Audio FamilyStore Northeast 401.30
S00030 ELEAUSP001 Electronics Audio FamilyStore Northeast 415.50
S00030 ELEAUSP005 Electronics Audio FamilyStore Northeast 420.09
S00030 ELECOTA004 Electronics Computing FamilyStore Northeast 406.77
S00031 ELEAUHO001 Electronics Audio EssentialsPlus Southwest 400.58
S00032 ELEMOAC009 Electronics Mobile EssentialsPlus Northeast 397.00
S00033 ELEAUHE001 Electronics Audio EssentialsPlus Southwest 400.17
S00034 ELEAUHO001 Electronics Audio BudgetShop West 405.03
S00035 ELEAUHO001 Electronics Audio BudgetShop Southeast 406.39
S00036 ELEAUHO002 Electronics Audio EssentialsPlus Midwest 399.19
S00037 ELEAUHO001 Electronics Audio AsterionHouse Southeast 412.57
S00038 ELECODE003 Electronics Computing AsterionHouse West 406.92
S00039 ELEAUHE003 Electronics Audio EssentialsPlus Southeast 404.41
S00039 ELEAUHE005 Electronics Audio EssentialsPlus Southeast 406.00
S00039 ELEAUHO001 Electronics Audio EssentialsPlus Southeast 399.81
S00039 ELEAUHO004 Electronics Audio EssentialsPlus Southeast 400.44
S00040 ELEAUHO001 Electronics Audio EssentialsPlus West 417.68
S00040 ELEAUSP005 Electronics Audio EssentialsPlus West 396.12
S00040 ELECOTA004 Electronics Computing EssentialsPlus West 408.50
S00041 ELEAUHO001 Electronics Audio AsterionHouse Southwest 414.74
S00041 ELEAUHO002 Electronics Audio AsterionHouse Southwest 406.39
S00041 ELECOTA004 Electronics Computing AsterionHouse Southwest 408.50
S00043 ELEAUHO001 Electronics Audio PrimeGoods Southeast 402.59
S00043 ELEAUSP001 Electronics Audio PrimeGoods Southeast 402.65
S00043 ELECODE003 Electronics Computing PrimeGoods Southeast 398.95
S00044 ELEAUHO001 Electronics Audio EssentialsPlus Southwest 408.29
S00044 ELECODE003 Electronics Computing EssentialsPlus Southwest 407.51
S00045 ELEAUSP008 Electronics Audio AsterionHouse Northeast 402.95
S00046 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 394.74
S00047 ELEAUHE003 Electronics Audio LuxeRetail Northeast 394.49
S00047 ELEAUHO001 Electronics Audio LuxeRetail Northeast 403.75
S00047 ELEAUHO005 Electronics Audio LuxeRetail Northeast 419.51
S00047 ELECODE003 Electronics Computing LuxeRetail Northeast 403.85
S00048 ELEAUHO005 Electronics Audio PrimeGoods Northeast 397.78
S00048 ELEAUSP005 Electronics Audio PrimeGoods Northeast 423.71
S00048 ELECODE003 Electronics Computing PrimeGoods Northeast 402.11
S00048 ELECODE009 Electronics Computing PrimeGoods Northeast 395.90
S00054 ELEAUSP005 Electronics Audio LuxeRetail West 404.72
S00055 ELEAUHO001 Electronics Audio BudgetShop Southwest 398.58
S00055 ELEAUHO004 Electronics Audio BudgetShop Southwest 397.63
S00057 ELEAUHE003 Electronics Audio MarketExpress West 406.44
S00057 ELEAUHO001 Electronics Audio MarketExpress West 415.17
S00057 ELEAUHO005 Electronics Audio MarketExpress West 395.65
S00058 ELEAUHE003 Electronics Audio PrimeGoods Northeast 406.44
S00058 ELEAUSP005 Electronics Audio PrimeGoods Northeast 397.48
S00058 ELECODE003 Electronics Computing PrimeGoods Northeast 396.31
S00058 ELECOTA004 Electronics Computing PrimeGoods Northeast 402.96
S00059 ELEAUHO001 Electronics Audio AsterionHouse Northeast 420.83
S00059 ELEAUHO005 Electronics Audio AsterionHouse Northeast 397.48
S00060 ELEAUHO001 Electronics Audio QuickBuy Southwest 415.36
S00060 ELEAUHO005 Electronics Audio QuickBuy Southwest 411.13
S00061 ELEAUHO002 Electronics Audio LuxeRetail Midwest 394.56
S00061 ELEAUSP001 Electronics Audio LuxeRetail Midwest 413.07
S00062 ELEAUHO005 Electronics Audio PrimeGoods West 397.86
S00063 ELEAUHO001 Electronics Audio PrimeGoods Southeast 414.78
S00063 ELECODE003 Electronics Computing PrimeGoods Southeast 409.76
S00064 ELEMOAC001 Electronics Mobile LuxeRetail Southwest 398.71
S00065 ELEAUHO001 Electronics Audio BudgetShop Southeast 411.67
S00066 ELECOTA004 Electronics Computing MarketExpress Northeast 408.14
S00067 ELECOTA004 Electronics Computing LuxeRetail Southwest 408.50
S00070 ELEAUSP001 Electronics Audio LuxeRetail Southeast 402.34
S00072 ELEAUSP001 Electronics Audio MarketExpress West 402.21
S00072 ELECOTA004 Electronics Computing MarketExpress West 397.61
S00072 ELEMOAC009 Electronics Mobile MarketExpress West 406.97
S00075 ELEAUHE005 Electronics Audio BudgetShop Midwest 396.57
S00075 ELEAUSP001 Electronics Audio BudgetShop Midwest 400.55
S00075 ELECODE003 Electronics Computing BudgetShop Midwest 395.44
S00075 ELECOTA004 Electronics Computing BudgetShop Midwest 407.50
S00076 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 403.23
S00076 ELEAUSP001 Electronics Audio EssentialsPlus Southeast 408.61
S00077 ELEAUHE003 Electronics Audio MegaShop Northeast 399.32
S00077 ELEAUHE005 Electronics Audio MegaShop Northeast 396.41
S00081 ELEAUHO001 Electronics Audio BudgetShop Southeast 408.04
S00081 ELEAUSP005 Electronics Audio BudgetShop Southeast 405.74
S00081 ELECOTA004 Electronics Computing BudgetShop Southeast 402.40
S00084 ELEAUHE012 Electronics Audio MegaShop Northeast 396.73
S00085 ELECOTA004 Electronics Computing PrimeGoods Southeast 408.50
S00086 ELEAUHO001 Electronics Audio MegaShop Southeast 411.95
S00087 ELEAUHO001 Electronics Audio PrimeGoods Southwest 397.94
S00087 ELEAUSP005 Electronics Audio PrimeGoods Southwest 398.32
S00088 ELEAUHE003 Electronics Audio FamilyStore Northeast 406.44
S00088 ELECOTA004 Electronics Computing FamilyStore Northeast 404.83
S00090 ELEAUHO001 Electronics Audio PrimeGoods Northeast 398.49
S00091 ELEAUHO005 Electronics Audio QuickBuy Northeast 394.69
S00091 ELEAUSP001 Electronics Audio QuickBuy Northeast 405.89
S00093 ELEAUHE005 Electronics Audio EssentialsPlus Northeast 401.23
S00095 ELEAUHE005 Electronics Audio MarketExpress Midwest 416.92
S00095 ELEAUSP005 Electronics Audio MarketExpress Midwest 396.24
S00097 ELEAUHE001 Electronics Audio PrimeGoods Southeast 394.97
S00097 ELECODE003 Electronics Computing PrimeGoods Southeast 403.62
S00098 ELEAUSP001 Electronics Audio EssentialsPlus Southeast 403.93
S00098 ELEMOAC009 Electronics Mobile EssentialsPlus Southeast 394.91
S00099 ELEAUHO001 Electronics Audio LuxeRetail Northeast 416.81
S00099 ELECOTA004 Electronics Computing LuxeRetail Northeast 406.31
S00100 ELECOTA004 Electronics Computing MarketExpress Northeast 402.43
S00101 ELEAUHO005 Electronics Audio BudgetShop Northeast 398.32
S00101 ELECODE003 Electronics Computing BudgetShop Northeast 403.81
S00102 ELECODE003 Electronics Computing MarketExpress Northeast 400.14
S00103 ELEAUHE003 Electronics Audio EssentialsPlus Southeast 403.20
S00103 ELECOTA004 Electronics Computing EssentialsPlus Southeast 404.71
S00105 ELEAUHO001 Electronics Audio MegaShop Southwest 405.75
S00106 ELEAUSP001 Electronics Audio MarketExpress Midwest 400.82
S00107 ELEAUHO001 Electronics Audio EssentialsPlus Midwest 400.79
S00107 ELECODE003 Electronics Computing EssentialsPlus Midwest 426.55
S00110 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 408.04
S00110 ELEAUHO001 Electronics Audio EssentialsPlus Midwest 395.67
S00111 ELEAUHO005 Electronics Audio MegaShop Southwest 404.80
S00113 ELEAUHO006 Electronics Audio BudgetShop Northeast 395.48
S00114 ELEAUSP001 Electronics Audio BudgetShop West 399.42
S00114 ELECOTA004 Electronics Computing BudgetShop West 408.50
S00117 ELECODE003 Electronics Computing QuickBuy Southeast 416.70
S00120 ELEAUHO004 Electronics Audio LuxeRetail Midwest 399.50
S00120 ELEAUHO005 Electronics Audio LuxeRetail Midwest 406.50
S00121 ELECOTA004 Electronics Computing EssentialsPlus West 399.32
S00122 ELEAUSP005 Electronics Audio BudgetShop Southeast 400.88
S00124 ELEAUHE003 Electronics Audio PrimeGoods Northeast 406.44
S00124 ELECODE003 Electronics Computing PrimeGoods Northeast 413.42
S00125 ELEAUHE003 Electronics Audio MegaShop Southeast 398.57
S00125 ELECOTA004 Electronics Computing MegaShop Southeast 408.50
S00128 ELEAUSP001 Electronics Audio BudgetShop Northeast 400.29
S00128 ELEAUSP005 Electronics Audio BudgetShop Northeast 411.45
S00128 ELECOTA004 Electronics Computing BudgetShop Northeast 408.50
S00130 ELEAUHE003 Electronics Audio PrimeGoods West 402.96
S00131 ELECODE003 Electronics Computing LuxeRetail Southeast 399.78
S00134 ELEAUHO001 Electronics Audio LuxeRetail Southeast 418.96
S00135 ELEAUHE003 Electronics Audio MegaShop Northeast 400.63
S00135 ELEAUHO001 Electronics Audio MegaShop Northeast 402.79
S00135 ELECOTA004 Electronics Computing MegaShop Northeast 408.50
S00136 ELEAUSP005 Electronics Audio MarketExpress West 410.50
S00136 ELEMOAC009 Electronics Mobile MarketExpress West 395.04
S00139 ELEAUHE003 Electronics Audio MegaShop Southeast 401.52
S00139 ELECODE003 Electronics Computing MegaShop Southeast 405.01
S00139 ELECOLA004 Electronics Computing MegaShop Southeast 396.40
S00140 ELEAUSP001 Electronics Audio FamilyStore Southeast 405.83
S00141 ELEAUHE003 Electronics Audio LuxeRetail Southeast 398.02
S00141 ELEAUSP005 Electronics Audio LuxeRetail Southeast 402.77
S00142 ELEAUHO005 Electronics Audio PrimeGoods Southeast 403.20
S00142 ELEAUSP008 Electronics Audio PrimeGoods Southeast 395.06
S00143 ELEAUHO005 Electronics Audio BudgetShop Southwest 406.41
S00143 ELEAUSP005 Electronics Audio BudgetShop Southwest 399.62
S00143 ELECOTA004 Electronics Computing BudgetShop Southwest 408.50
S00144 ELEAUHO001 Electronics Audio QuickBuy West 416.75
S00144 ELEAUSP005 Electronics Audio QuickBuy West 410.64
S00145 ELEAUSP001 Electronics Audio PrimeGoods West 395.64
S00145 ELECODE003 Electronics Computing PrimeGoods West 394.98
S00146 ELEAUHO001 Electronics Audio BudgetShop West 407.81
S00150 ELEAUHE005 Electronics Audio LuxeRetail West 395.20
S00150 ELEAUSP005 Electronics Audio LuxeRetail West 419.96
S00150 ELECODE003 Electronics Computing LuxeRetail West 397.50
S00150 ELECOTA004 Electronics Computing LuxeRetail West 403.78
S00153 ELEAUHO001 Electronics Audio MegaShop Southwest 409.74
S00153 ELEAUSP001 Electronics Audio MegaShop Southwest 399.60
S00153 ELECODE003 Electronics Computing MegaShop Southwest 406.84
S00154 ELEAUSP005 Electronics Audio BudgetShop Northeast 416.51
S00154 ELECOTA004 Electronics Computing BudgetShop Northeast 402.53
S00155 ELEAUHO002 Electronics Audio EssentialsPlus Southeast 401.37
S00155 ELECOTA004 Electronics Computing EssentialsPlus Southeast 408.50
STORE0003 ELECODE003 Electronics Computing MarketExpress West 414.97
STORE0022 ELECODE003 Electronics Computing EssentialsPlus Southeast 397.53
STORE0023 ELEAUHE012 Electronics Audio MarketExpress West 410.13
STORE0023 ELECOTA004 Electronics Computing MarketExpress West 408.50
STORE0049 ELEAUHO005 Electronics Audio LuxeRetail Southwest 411.29
STORE0050 ELECOTA004 Electronics Computing EssentialsPlus Northeast 406.18
STORE0071 ELEAUHO005 Electronics Audio AsterionHouse Northeast 397.16
STORE0071 ELEAUSP005 Electronics Audio AsterionHouse Northeast 397.31
STORE0078 ELECODE003 Electronics Computing MegaShop Northeast 402.52
STORE0092 ELEAUHO005 Electronics Audio MegaShop Northeast 400.28
STORE0092 ELEMOAC009 Electronics Mobile MegaShop Northeast 396.93
STORE0115 ELEAUHE005 Electronics Audio EssentialsPlus Midwest 398.96
STORE0115 ELEAUSP001 Electronics Audio EssentialsPlus Midwest 402.17
STORE0116 ELEAUHE003 Electronics Audio MarketExpress West 406.44
STORE0123 ELEAUSP001 Electronics Audio LuxeRetail West 396.89
STORE0129 ELEAUHO006 Electronics Audio QuickBuy Northeast 397.42
STORE0133 ELEAUHO001 Electronics Audio PrimeGoods West 414.11
STORE0149 ELEAUHO002 Electronics Audio QuickBuy Southeast 395.09

4.2.4.3 Comparación

Una vez realizada la optimización del precio para cada combinación de producto y tienda con ambas estrategias, es necesario determinar cuál resulta más conveniente. En este caso, se considera más apropiado trabajar con modelos capaces de capturar patrones no lineales, por lo que la alternativa de “Gradient Boosting” representa la opción preferida. No obstante, disponer de los resultados de ambas metodologías aporta mayor solidez al análisis, por lo que los hallazgos obtenidos mediante la “Regresión Poisson” no deberían ser descartados.

5 Resultados generales y conclusiones

El presente apartado tiene como objetivo sintetizar los principales hallazgos obtenidos a lo largo de este trabajo, en el cual el enfoque estuvo centrado en dos ejes centrales: por un lado, la predicción de la demanda a partir de las transacciones de los últimos 3 años; y por otro, la optimización de precios con el fin de maximizar la ganancia.

Centrandose en la predicción de la demanda, se han probado distintos modelos que incorporan distintas variables que podrían ayudar a explicar la variable respuesta y mejorar dichas predicciones, pero a su vez quedo en evidencia que se presentaban limitaciones computacionales al entrenar los modelos de predicción, debido a que los equipos disponibles no contaban con capacidad de procesamiento elevada. Esto implicó que ciertas exploraciones de parámetros y pruebas de modelos más complejos fueran más lentas o directamente inviables. De contar con recursos en la nube (AWS, Google Cloud Platform o Microsoft Azure), sería posible ampliar significativamente el horizonte de experimentación, permitiendo probar más combinaciones de parámetros, generar mayor cantidad de pronósticos y, en última instancia, mejorar la calidad y robustez de las soluciones propuestas.

Luego, a la hora de pensar estrategias para la maximización de las ganancias en base a la fluctuación en el precio de los productos, se pudieron identificar las siguientes cuestiones de interés:

  • Estrategias de ventas

Como se pudo observar a lo largo de este trabajo, los productos que generaron mayor ganancia en los últimos 3 años corresponden a la categoría Electronics. Estos artículos, en general, tienen un valor unitario más elevado y, en consecuencia, una ganancia por unidad superior, a pesar de que la cantidad total de ventas no sea tan alta en comparación con otras categorías.

En este sentido, una recomendación a la empresa sería evaluar la posibilidad de orientar parte de su estrategia de ventas hacia locales especializados en productos electrónicos. Este tipo de productos, al aportar un margen de ganancia más alto, podrían convertirse en un pilar de la rentabilidad futura. A su vez, esto podría estar acompañado en un futuro de una expansión selectiva de locales, priorizando la apertura de tiendas en zonas con alta demanda potencial de productos tecnológicos (grandes centros urbanos, polos universitarios, regiones con mayor ingreso medio) pudiendo maximizar el impacto de la estrategia.

  • Markup

Como se mencionó a lo largo de este informe, el markup representa el porcentaje que se adiciona al costo de un producto para establecer su precio de venta. Definirlo correctamente es fundamental, ya que un markup demasiado elevado puede reducir la demanda al alejar a los clientes, mientras que uno demasiado bajo puede comprometer la rentabilidad de la empresa. En este sentido, encontrar un equilibrio resulta esencial para sostener un nivel de ingresos saludable y competitivo.

Si bien los niveles de markup pueden variar en función de la industria y del tipo de producto, el análisis realizado con los datos disponibles muestra que un rango comprendido entre el 30% y el 60% ha generado los mayores niveles de ganancia.

Como recomendación se sugiere que la empresa adopte una política de precios flexible dentro de este rango, ajustando el markup en función de la elasticidad de la demanda y de las condiciones del mercado. Dentro de ese margen, conviene ajustar el porcentaje según los objetivos del momento: un markup más alto aumentará la ganancia por unidad pero puede reducir las ventas, mientras que uno más bajo puede favorecer una mayor rotación de productos y ayudar a sostener o ganar mercado. Lo más conveniente es probar diferentes niveles dentro de este rango para encontrar el equilibrio que maximice la ganancia total sin perder competitividad.

  • Zonas de mayor ganancia

En base a lo visto anteriormente, el estado que presentó una mayor ganancia promedio por tienda fue el estado de Nuevo México, con la particularidad de que en dicho estado solo se encuentran 2 tiendas minoristas. Este resultado sugiere una oportunidad estratégica: considerar la apertura de nuevos puntos de venta en dicho estado, con el fin de aprovechar el potencial de rentabilidad que allí se evidencia.

  • Información sobre los clientes

Al no poder relacionar la información de los clientes con las transacciones realizadas, las posibilidades de análisis se acotan en gran medida. Una solución para poder aprovechar un poco la información disponible en esta base se centra en analizar la geoespacialidad de los clientes, es decir, poder evidenciar en que zonas del país hay mayor cantidad de clientes/socios.

Se visualiza la cantidad de clientes según el estado en el cual residen.

Se observa que los estados del sureste de los Estados Unidos son los que presentan mayor número de clientes, lo que resulta de interés ya que en estos mismos estados se presentó una mayor demanda y una mayor cantidad de ganancias. Las zonas con menor presencia de consumidores representan una oportunidad de crecimiento para la empresa. Una estrategia posible sería fortalecer la difusión en redes sociales y canales digitales, resaltando los beneficios de convertirse en loyalty members y generando campañas de publicidad segmentadas que apunten a captar nuevos clientes en dichas regiones.